handouts/ho03.tex
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\documentclass{article}
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\usepackage{../style}
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\usepackage{../langs}
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\usepackage{../graphics}
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%We can even allow ``silent
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%transitions'', also called epsilon-transitions. They allow us
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%to go from one state to the next without having a character
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%consumed. We label such silent transition with the letter
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%$\epsilon$.
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\begin{document}
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\fnote{\copyright{} Christian Urban, King's College London, 2014, 2015, 2016, 2017}
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\section*{Handout 3 (Finite Automata)}
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Every formal language and compiler course I know of bombards you first
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with automata and then to a much, much smaller extend with regular
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expressions. As you can see, this course is turned upside down:
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regular expressions come first. The reason is that regular expressions
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are easier to reason about and the notion of derivatives, although
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already quite old, only became more widely known rather
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recently. Still let us in this lecture have a closer look at automata
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and their relation to regular expressions. This will help us with
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understanding why the regular expression matchers in Python, Ruby and
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Java are so slow with certain regular expressions.
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\subsection*{Deterministic Finite Automata}
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The central definition is:\medskip
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\noindent 
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A \emph{deterministic finite automaton} (DFA), say $A$, is
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given by a five-tuple written $A(\Sigma, Qs, Q_0, F, \delta)$ where
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\begin{itemize}
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\item $\Sigma$ is an alphabet,  
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\item $Qs$ is a finite set of states,
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\item $Q_0 \in Qs$ is the start state,
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\item $F \subseteq Qs$ are the accepting states, and
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\item $\delta$ is the transition function.
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\end{itemize}
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\noindent The transition function determines how to ``transition''
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from one state to the next state with respect to a character. We have
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the assumption that these transition functions do not need to be
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defined everywhere: so it can be the case that given a character there
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is no next state, in which case we need to raise a kind of ``failure
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exception''.  That means actually we have \emph{partial} functions as
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transitions---see the implementation later on.  A typical example of a
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DFA is
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\begin{center}
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\begin{tikzpicture}[>=stealth',very thick,auto,
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                    every state/.style={minimum size=0pt,
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                    inner sep=2pt,draw=blue!50,very thick,
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                    fill=blue!20},scale=2]
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\node[state,initial]  (Q_0)  {$Q_0$};
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\node[state] (Q_1) [right=of Q_0] {$Q_1$};
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\node[state] (Q_2) [below right=of Q_0] {$Q_2$};
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\node[state] (Q_3) [right=of Q_2] {$Q_3$};
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\node[state, accepting] (Q_4) [right=of Q_1] {$Q_4$};
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\path[->] (Q_0) edge node [above]  {$a$} (Q_1);
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\path[->] (Q_1) edge node [above]  {$a$} (Q_4);
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\path[->] (Q_4) edge [loop right] node  {$a, b$} ();
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\path[->] (Q_3) edge node [right]  {$a$} (Q_4);
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\path[->] (Q_2) edge node [above]  {$a$} (Q_3);
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\path[->] (Q_1) edge node [right]  {$b$} (Q_2);
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\path[->] (Q_0) edge node [above]  {$b$} (Q_2);
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\path[->] (Q_2) edge [loop left] node  {$b$} ();
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\path[->] (Q_3) edge [bend left=95, looseness=1.3] node [below]  {$b$} (Q_0);
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\end{tikzpicture}
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\end{center}
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\noindent In this graphical notation, the accepting state $Q_4$ is
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indicated with double circles. Note that there can be more than one
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accepting state. It is also possible that a DFA has no accepting
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states at all, or that the starting state is also an accepting
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state. In the case above the transition function is defined everywhere
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and can also be given as a table as follows:
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\[
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\begin{array}{lcl}
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(Q_0, a) &\rightarrow& Q_1\\
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(Q_0, b) &\rightarrow& Q_2\\
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(Q_1, a) &\rightarrow& Q_4\\
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(Q_1, b) &\rightarrow& Q_2\\
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(Q_2, a) &\rightarrow& Q_3\\
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(Q_2, b) &\rightarrow& Q_2\\
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(Q_3, a) &\rightarrow& Q_4\\
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(Q_3, b) &\rightarrow& Q_0\\
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(Q_4, a) &\rightarrow& Q_4\\
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(Q_4, b) &\rightarrow& Q_4\\
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\end{array}
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\]
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We need to define the notion of what language is accepted by
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an automaton. For this we lift the transition function
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$\delta$ from characters to strings as follows:
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\[
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\begin{array}{lcl}
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\hat{\delta}(q, [])        & \dn & q\\
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\hat{\delta}(q, c\!::\!s) & \dn & \hat{\delta}(\delta(q, c), s)\\
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\end{array}
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\]
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\noindent This lifted transition function is often called
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``delta-hat''. Given a string, we start in the starting state and take
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the first character of the string, follow to the next sate, then take
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the second character and so on. Once the string is exhausted and we
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end up in an accepting state, then this string is accepted by the
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automaton. Otherwise it is not accepted. This also means that if along
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the way we hit the case where the transition function $\delta$ is not
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defined, we need to raise an error. In our implementation we will deal
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with this case elegantly by using Scala's \texttt{Try}. So a string
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$s$ is in the \emph{language accepted by the automaton} $A(\Sigma, Q, Q_0, F,
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\delta)$ iff
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\[
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\hat{\delta}(Q_0, s) \in F 
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\]
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\noindent I let you think about a definition that describes
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the set of all strings accepted by an automaton. 
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\begin{figure}[p]
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\small
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\lstinputlisting[numbers=left,linebackgroundcolor=
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                  {\ifodd\value{lstnumber}\color{capri!3}\fi}]
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                  {../progs/dfa.scala}
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\caption{A Scala implementation of DFAs using partial functions.
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  Notice some subtleties: \texttt{deltas} implements the delta-hat
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  construction by lifting the transition (partial) function to
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  lists of characters. Since \texttt{delta} is given
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  as a partial function, it can obviously go ``wrong'' in which
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  case the \texttt{Try} in \texttt{accepts} catches the error and
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  returns \texttt{false}---that means the string is not accepted.
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  The example \texttt{delta} implements the DFA example shown
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  earlier in the handout.\label{dfa}}
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\end{figure}
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A simple Scala implementation for DFAs is given in
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Figure~\ref{dfa}. As you can see, there are many features of the
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mathematical definition that are quite closely reflected in the
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code. In the DFA-class, there is a starting state, called
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\texttt{start}, with the polymorphic type \texttt{A}.  There is a
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partial function \texttt{delta} for specifying the transitions---these
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partial functions take a state (of polymorphic type \texttt{A}) and an
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input (of polymorphic type \texttt{C}) and produce a new state (of
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type \texttt{A}). For the moment it is OK to assume that \texttt{A} is
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some arbitrary type for states and the input is just characters.  (The
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reason for having a polymorphic types for the states and the input of
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DFAs will become clearer later on.)
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I used partial functions for representing the transitions in Scala;
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alternatives would have been \texttt{Maps} or even \texttt{Lists}. One
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of the main advantages of using partial functions is that transitions
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can be quite nicely defined by a series of \texttt{case} statements
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(see Lines 28 -- 38 for an example). If you need to represent an
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automaton with a sink state (catch-all-state), you can use Scala's
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pattern matching and write something like
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{\small\begin{lstlisting}[language=Scala,linebackgroundcolor=
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                  {\ifodd\value{lstnumber}\color{capri!3}\fi}]
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abstract class State
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...
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case object Sink extends State
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val delta : (State, Char) :=> State = 
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  { case (S0, 'a') => S1
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    case (S1, 'a') => S2
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    case _ => Sink
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  }
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\end{lstlisting}}  
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\noindent The DFA-class has also an argument for specifying final
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states. In the implementation it not a set of states, as in the
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matemathical definition, but is a function from states to booleans
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(this function is supposed to return true whenever a state is meant to
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be final; false otherwise). While this boolean function is different
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from the sets of states, Scala allows to use sets for such functions
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(see Line 40 where the DFA is initialised). Again it will become clear
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later on why I use functions for final states, rather than sets.
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I let you ponder whether this is a good implementation of DFAs. In
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doing so I hope you notice that the $Qs$ component (the set of finite
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states) is missing from the class definition. This means that the
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implementation allows you to do some fishy things you are not meant to
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do with DFAs. Which fishy things could that be?
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\subsection*{Non-Deterministic Finite Automata}
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While with DFAs it will always be clear that given a state and a
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character what the next state is (potentially none), it will be useful
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to relax this restriction. That means we allow to have several
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potential successor states. We even allow more than one starting
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state. The resulting construction is called a \emph{non-deterministic
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  finite automaton} (NFA) given also as a five-tuple $A(\Sigma, Qs, Q_{0s}, F,
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\rho)$ where
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\begin{itemize}
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\item $\Sigma$ is an alphabet,  
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\item $Qs$ is a finite set of states
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\item $Q_{0s}$ is a set of start states ($Q_{0s} \subseteq Qs$)
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\item $F$ are some accepting states with $F \subseteq Qs$, and
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\item $\rho$ is a transition relation.
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\end{itemize}
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\noindent
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A typical example of a NFA is
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% A NFA for (ab* + b)*a
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\begin{center}
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\begin{tikzpicture}[>=stealth',very thick, auto,
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    every state/.style={minimum size=0pt,inner sep=3pt,
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      draw=blue!50,very thick,fill=blue!20},scale=2]
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\node[state,initial]  (Q_0)  {$Q_0$};
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\node[state] (Q_1) [right=of Q_0] {$Q_1$};
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\node[state, accepting] (Q_2) [right=of Q_1] {$Q_2$};
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\path[->] (Q_0) edge [loop above] node  {$b$} ();
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\path[<-] (Q_0) edge node [below]  {$b$} (Q_1);
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\path[->] (Q_0) edge [bend left] node [above]  {$a$} (Q_1);
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\path[->] (Q_0) edge [bend right] node [below]  {$a$} (Q_2);
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\path[->] (Q_1) edge [loop above] node  {$a,b$} ();
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\path[->] (Q_1) edge node  [above] {$a$} (Q_2);
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\end{tikzpicture}
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\end{center}
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\noindent
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This NFA happens to have only one starting state, but in general there
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could be more.  Notice that in state $Q_0$ we might go to state $Q_1$
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\emph{or} to state $Q_2$ when receiving an $a$. Similarly in state
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$Q_1$ and receiving an $a$, we can stay in state $Q_1$ or go to
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$Q_2$. This kind of choice is not allowed with DFAs. The downside is
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that when it comes to deciding whether a string is accepted by a NFA
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we potentially have to explore all possibilities. I let you think
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which kind of strings the above NFA accepts.
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There are a number of additional points you should note with
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NFAs. Every DFA is a NFA, but not vice versa. The $\rho$ in NFAs is a
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transition \emph{relation} (DFAs have a transition function). The
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difference between a function and a relation is that a function has
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always a single output, while a relation gives, roughly speaking,
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several outputs. Look again at the NFA above: if you are currently in
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the state $Q_1$ and you read a character $b$, then you can transition
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to either $Q_0$ \emph{or} $Q_2$. Which route, or output, you take is
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not determined.  This non-determinism can be represented by a
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relation.
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My implementation of NFAs in Scala is shown in Figure~\ref{nfa}.
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Perhaps interestingly, I do not actually use relations for my NFAs,
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and I also do not use transition functions that return sets of states
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(another popular choice for implementing NFAs).  For reasons that
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become clear in a moment, I use sets of partial functions
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instead---see Line 7 in Figure~\ref{nfa}. DFAs have only one such
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partial function; my NFAs have a set.  Another parameter,
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\texttt{Starts}, is in NFAs a set of states; \texttt{fins} is again a
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function from states to booleans. The \texttt{next} function
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calculates the set of next states reachable from a single state
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\texttt{q} by a character \texttt{c}---this is calculated by going
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through all the partial functions in the \texttt{delta}-set and apply
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\texttt{q} and \texttt{c} (see Line 13). This gives us a set of
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\texttt{Some}s (in case the application succeeded) and possibly some
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\texttt{None}s (in case the partial function is not defined or produces an
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error).  The \texttt{None}s are filtered out by the \texttt{flatMap},
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leaving the values inside the \texttt{Some}s. The function
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\texttt{nexts} just lifts this function to sets of
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states. \texttt{Deltas} and \texttt{accept} are similar to the DFA
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definitions.
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\begin{figure}[t]
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\small
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\lstinputlisting[numbers=left,linebackgroundcolor=
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                  {\ifodd\value{lstnumber}\color{capri!3}\fi}]
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                  {../progs/nfa.scala}
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\caption{A Scala implementation of NFAs using sets of partial functions.
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  Notice some subtleties: Since \texttt{delta} is given
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  as a set of partial functions, each of them can obviously go ``wrong'' in which
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  case the \texttt{Try}. The function \texttt{accepts} implements the
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  acceptance of a string in a breath-first fashion. This can be costly
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  way of deciding whether a string is accepted in practical contexts.\label{nfa}}
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\end{figure}
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The reason for using sets of partial functions for specifying the
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transitions in NFAs has to do with examples like this one: a
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popular benchmark regular expression is $(.)^*\cdot a\cdot
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(.)^{\{n\}}\cdot b\cdot c$. A NFA that accepts the same strings
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(for $n=3$) is as follows:
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\begin{center}
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\begin{tikzpicture}[>=stealth',very thick, auto, node distance=7mm,
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    every state/.style={minimum size=0pt,inner sep=1pt,
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      draw=blue!50,very thick,fill=blue!20},scale=0.5]
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\node[state,initial]  (Q_0)  {$Q_0$};
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\node[state] (Q_1) [right=of Q_0] {$Q_1$};
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\node[state] (Q_2) [right=of Q_1] {$Q_2$};
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\node[state] (Q_3) [right=of Q_2] {$Q_3$};
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\node[state] (Q_4) [right=of Q_3] {$Q_4$};
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\node[state] (Q_5) [right=of Q_4] {$Q_5$};
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\node[state,accepting] (Q_6) [right=of Q_5] {$Q_6$};
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\path[->] (Q_0) edge [loop above] node  {$.$} ();
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\path[->] (Q_0) edge node [above]  {$a$} (Q_1);
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\path[->] (Q_1) edge node [above]  {$.$} (Q_2);
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\path[->] (Q_2) edge node [above]  {$.$} (Q_3);
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\path[->] (Q_3) edge node [above]  {$.$} (Q_4);
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\path[->] (Q_4) edge node [above]  {$b$} (Q_5);
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\path[->] (Q_5) edge node [above]  {$c$} (Q_6);
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\end{tikzpicture}
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\end{center}
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\noindent
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The $.$ stands for accepting any single character: for example if we
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are in $Q_0$ and read an $a$ we can either stay in $Q_0$ (since any
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character will do for this) or advance to $Q_1$ (but only if it is an
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$a$). Why this is a good benchmark regular expression is irrelevant
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here. The point is that this NFA can be conveniently represented by
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the code:
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{\small\begin{lstlisting}[language=Scala,linebackgroundcolor=
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                  {\ifodd\value{lstnumber}\color{capri!3}\fi}]
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val delta = Set[(State, Char) :=> State](
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  { case (Q0, 'a') => Q1 },
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  { case (Q0, _)   => Q0 },
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  { case (Q1, _)   => Q2 },
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  { case (Q2, _)   => Q3 },
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  { case (Q3, _)   => Q4 },
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  { case (Q4, 'b') => Q5 },
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  { case (Q5, 'c') => Q6 }
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)
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NFA(Set[State](Q0), delta, Set[State](Q6))
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\end{lstlisting}}
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\noindent
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where the $.$-transitions translate into a
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underscore-pattern-matching. Recall that in $Q_0$ if we read an $a$ we
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can go to $Q_1$ (by the first partial function in the set) and also
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stay in $Q_0$ (by the second partial function). Representing such
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transitions in any other way is somehow awkward; the set of partial
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function representation makes them easy to implement.
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Look very careful again at the \texttt{accepts} and \texttt{deltas}
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functions in NFAs and remember that when accepting a string by an NFA
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we might have to explore all possible transitions (which state to go
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to is not unique anymore). The shown implementation achieves this
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exploration in a \emph{breath-first search}. This is fine for very
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small NFAs, but can lead to problems when the NFAs are bigger. Take
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for example the regular expression $(.)^*\cdot a\cdot (.)^{\{n\}}\cdot
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b\cdot c$ from above. If $n$ is large, say 100 or 1000, then the
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corresponding NFA will have 104, respectively 1004, nodes. The problem
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is that with certain strings this can lead to 1000 ``active'' nodes
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which we need to analyse when determining the next states. This can be
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a real memory strain in practical applications. As a result, some
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regular expression matching engines resort to a \emph{depth-first
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  search} with \emph{backtracking} in unsuccessful cases. In our
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implementation we could implement a depth-first version of
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\texttt{accepts} using Scala's \texttt{exists} as follows:
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{\small\begin{lstlisting}[language=Scala,linebackgroundcolor=
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                  {\ifodd\value{lstnumber}\color{capri!3}\fi}]
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def search(q: A, s: List[C]) : Boolean = s match {
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  case Nil => fins(q)
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  case c::cs =>
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    delta.exists((d) => Try(search(d(q, c), cs)) getOrElse false)
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}
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def accepts(s: List[C]) : Boolean = 
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  starts.exists(search(_, s))
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\end{lstlisting}}
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\noindent
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This depth-first way of exploration seems to work efficiently in many
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examples and is much less of strain on memory. The problem is that the
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backtracking can get catastrophic in some examples---remember the
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catastrophic backtracking from earlier lectures. This depth-first
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search with backtracking is the reason for the abysmal performance of
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regular expression macthing in Java, Ruby and Python.
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%This means if
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%we need to decide whether a string is accepted by a NFA, we might have
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%to explore all possibilities. Also there is the special silent
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%transition in NFAs. As mentioned already this transition means you do
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%not have to ``consume'' any part of the input string, but ``silently''
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%change to a different state. In the left picture, for example, if you
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%are in the starting state, you can silently move either to $Q_1$ or
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%%$Q_2$. This silent transition is also often called
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%\emph{$\epsilon$-transition}.
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269
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\subsubsection*{Thompson Construction}
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251
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The reason for introducing NFAs is that there is a relatively
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simple (recursive) translation of regular expressions into
444
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NFAs. Consider the simple regular expressions $\ZERO$,
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$\ONE$ and $c$. They can be translated as follows:
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\begin{center}
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\begin{tabular}[t]{l@{\hspace{10mm}}l}
444
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\raisebox{1mm}{$\ZERO$} & 
143
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   407
\begin{tikzpicture}[scale=0.7,>=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
482
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\node[state, initial]  (Q_0)  {$\mbox{}$};
143
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   409
\end{tikzpicture}\\\\
444
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\raisebox{1mm}{$\ONE$} & 
143
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   411
\begin{tikzpicture}[scale=0.7,>=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
482
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\node[state, initial, accepting]  (Q_0)  {$\mbox{}$};
143
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   413
\end{tikzpicture}\\\\
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   414
\raisebox{2mm}{$c$} & 
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diff changeset
   415
\begin{tikzpicture}[scale=0.7,>=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
482
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   416
\node[state, initial]  (Q_0)  {$\mbox{}$};
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diff changeset
   417
\node[state, accepting]  (Q_1)  [right=of Q_0] {$\mbox{}$};
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   418
\path[->] (Q_0) edge node [below]  {$c$} (Q_1);
143
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   419
\end{tikzpicture}\\\\
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diff changeset
   420
\end{tabular}
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diff changeset
   421
\end{center}
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   422
251
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   423
\noindent The case for the sequence regular expression $r_1
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   424
\cdot r_2$ is as follows: We are given by recursion two
5b5a68df6d16 updated
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diff changeset
   425
automata representing $r_1$ and $r_2$ respectively. 
143
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   426
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parents: 142
diff changeset
   427
\begin{center}
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parents: 142
diff changeset
   428
\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
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diff changeset
   429
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
482
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diff changeset
   430
\node[state, initial]  (Q_0)  {$\mbox{}$};
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diff changeset
   431
\node (r_1)  [right=of Q_0] {$\ldots$};
143
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parents: 142
diff changeset
   432
\node[state, accepting]  (t_1)  [right=of r_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   433
\node[state, accepting]  (t_2)  [above=of t_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   434
\node[state, accepting]  (t_3)  [below=of t_1] {$\mbox{}$};
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parents: 142
diff changeset
   435
\node[state, initial]  (a_0)  [right=2.5cm of t_1] {$\mbox{}$};
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parents: 142
diff changeset
   436
\node (b_1)  [right=of a_0] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   437
\node[state, accepting]  (c_1)  [right=of b_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   438
\node[state, accepting]  (c_2)  [above=of c_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   439
\node[state, accepting]  (c_3)  [below=of c_1] {$\mbox{}$};
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diff changeset
   440
\begin{pgfonlayer}{background}
482
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diff changeset
   441
\node (1) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (Q_0) (r_1) (t_1) (t_2) (t_3)] {};
143
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diff changeset
   442
\node (2) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (a_0) (b_1) (c_1) (c_2) (c_3)] {};
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diff changeset
   443
\node [yshift=2mm] at (1.north) {$r_1$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   444
\node [yshift=2mm] at (2.north) {$r_2$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   445
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   446
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   447
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   448
251
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diff changeset
   449
\noindent The first automaton has some accepting states. We
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parents: 217
diff changeset
   450
obtain an automaton for $r_1\cdot r_2$ by connecting these
5b5a68df6d16 updated
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parents: 217
diff changeset
   451
accepting states with $\epsilon$-transitions to the starting
5b5a68df6d16 updated
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parents: 217
diff changeset
   452
state of the second automaton. By doing so we make them
5b5a68df6d16 updated
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diff changeset
   453
non-accepting like so:
143
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parents: 142
diff changeset
   454
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   455
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   456
\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   457
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   458
\node[state, initial]  (Q_0)  {$\mbox{}$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   459
\node (r_1)  [right=of Q_0] {$\ldots$};
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   460
\node[state]  (t_1)  [right=of r_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   461
\node[state]  (t_2)  [above=of t_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   462
\node[state]  (t_3)  [below=of t_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   463
\node[state]  (a_0)  [right=2.5cm of t_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   464
\node (b_1)  [right=of a_0] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   465
\node[state, accepting]  (c_1)  [right=of b_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   466
\node[state, accepting]  (c_2)  [above=of c_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   467
\node[state, accepting]  (c_3)  [below=of c_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   468
\path[->] (t_1) edge node [above, pos=0.3]  {$\epsilon$} (a_0);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   469
\path[->] (t_2) edge node [above]  {$\epsilon$} (a_0);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   470
\path[->] (t_3) edge node [below]  {$\epsilon$} (a_0);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   471
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   472
\begin{pgfonlayer}{background}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   473
\node (3) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (Q_0) (c_1) (c_2) (c_3)] {};
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   474
\node [yshift=2mm] at (3.north) {$r_1\cdot r_2$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   475
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   476
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   477
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   478
251
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   479
\noindent The case for the choice regular expression $r_1 +
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   480
r_2$ is slightly different: We are given by recursion two
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   481
automata representing $r_1$ and $r_2$ respectively. 
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   482
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   483
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   484
\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   485
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   486
\node at (0,0)  (1)  {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   487
\node[state, initial]  (2)  [above right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   488
\node[state, initial]  (3)  [below right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   489
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   490
\node (a)  [right=of 2] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   491
\node[state, accepting]  (a1)  [right=of a] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   492
\node[state, accepting]  (a2)  [above=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   493
\node[state, accepting]  (a3)  [below=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   494
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   495
\node (b)  [right=of 3] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   496
\node[state, accepting]  (b1)  [right=of b] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   497
\node[state, accepting]  (b2)  [above=of b1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   498
\node[state, accepting]  (b3)  [below=of b1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   499
\begin{pgfonlayer}{background}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   500
\node (1) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (2) (a1) (a2) (a3)] {};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   501
\node (2) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (3) (b1) (b2) (b3)] {};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   502
\node [yshift=3mm] at (1.north) {$r_1$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   503
\node [yshift=3mm] at (2.north) {$r_2$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   504
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   505
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   506
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   507
251
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   508
\noindent Each automaton has a single start state and
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   509
potentially several accepting states. We obtain a NFA for the
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   510
regular expression $r_1 + r_2$ by introducing a new starting
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   511
state and connecting it with an $\epsilon$-transition to the
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   512
two starting states above, like so
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   513
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   514
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   515
\hspace{2cm}\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   516
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   517
\node at (0,0) [state, initial]  (1)  {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   518
\node[state]  (2)  [above right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   519
\node[state]  (3)  [below right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   520
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   521
\node (a)  [right=of 2] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   522
\node[state, accepting]  (a1)  [right=of a] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   523
\node[state, accepting]  (a2)  [above=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   524
\node[state, accepting]  (a3)  [below=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   525
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   526
\node (b)  [right=of 3] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   527
\node[state, accepting]  (b1)  [right=of b] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   528
\node[state, accepting]  (b2)  [above=of b1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   529
\node[state, accepting]  (b3)  [below=of b1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   530
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   531
\path[->] (1) edge node [above]  {$\epsilon$} (2);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   532
\path[->] (1) edge node [below]  {$\epsilon$} (3);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   533
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   534
\begin{pgfonlayer}{background}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   535
\node (3) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (1) (a2) (a3) (b2) (b3)] {};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   536
\node [yshift=3mm] at (3.north) {$r_1+ r_2$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   537
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   538
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   539
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   540
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   541
\noindent 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   542
Finally for the $*$-case we have an automaton for $r$
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   543
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   544
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   545
\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   546
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   547
\node at (0,0)  (1)  {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   548
\node[state, initial]  (2)  [right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   549
\node (a)  [right=of 2] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   550
\node[state, accepting]  (a1)  [right=of a] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   551
\node[state, accepting]  (a2)  [above=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   552
\node[state, accepting]  (a3)  [below=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   553
\begin{pgfonlayer}{background}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   554
\node (1) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (2) (a1) (a2) (a3)] {};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   555
\node [yshift=3mm] at (1.north) {$r$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   556
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   557
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   558
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   559
251
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   560
\noindent and connect its accepting states to a new starting
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   561
state via $\epsilon$-transitions. This new starting state is
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   562
also an accepting state, because $r^*$ can recognise the
251
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   563
empty string. This gives the following automaton for $r^*$:
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   564
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   565
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   566
\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   567
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   568
\node at (0,0) [state, initial,accepting]  (1)  {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   569
\node[state]  (2)  [right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   570
\node (a)  [right=of 2] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   571
\node[state]  (a1)  [right=of a] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   572
\node[state]  (a2)  [above=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   573
\node[state]  (a3)  [below=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   574
\path[->] (1) edge node [above]  {$\epsilon$} (2);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   575
\path[->] (a1) edge [bend left=45] node [above]  {$\epsilon$} (1);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   576
\path[->] (a2) edge [bend right] node [below]  {$\epsilon$} (1);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   577
\path[->] (a3) edge [bend left=45] node [below]  {$\epsilon$} (1);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   578
\begin{pgfonlayer}{background}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   579
\node (2) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (1) (a2) (a3)] {};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   580
\node [yshift=3mm] at (2.north) {$r^*$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   581
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   582
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   583
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   584
251
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   585
\noindent This construction of a NFA from a regular expression
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   586
was invented by Ken Thompson in 1968.
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   587
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   588
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   589
\subsubsection*{Subset Construction}
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   590
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   591
What is interesting is that for every NFA we can find a DFA
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   592
which recognises the same language. This can, for example, be
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   593
done by the \emph{subset construction}. Consider again the NFA
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   594
below on the left, consisting of nodes labeled $0$, $1$ and $2$. 
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   595
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   596
\begin{center}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   597
\begin{tabular}{c@{\hspace{10mm}}c}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   598
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   599
                    every state/.style={minimum size=0pt,
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   600
                    draw=blue!50,very thick,fill=blue!20},
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   601
                    baseline=0mm]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   602
\node[state,initial]  (Q_0)  {$0$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   603
\node[state] (Q_1) [above=of Q_0] {$1$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   604
\node[state, accepting] (Q_2) [below=of Q_0] {$2$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   605
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_1);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   606
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_2);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   607
\path[->] (Q_0) edge [loop right] node  {$a$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   608
\path[->] (Q_1) edge [loop above] node  {$a$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   609
\path[->] (Q_2) edge [loop below] node  {$b$} ();
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   610
\end{tikzpicture}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   611
&
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   612
\begin{tabular}{r|cl}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   613
nodes & $a$ & $b$\\
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   614
\hline
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   615
$\{\}\phantom{\star}$ & $\{\}$ & $\{\}$\\
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   616
$\{0\}\phantom{\star}$       & $\{0,1,2\}$   & $\{2\}$\\
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   617
$\{1\}\phantom{\star}$       & $\{1\}$       & $\{\}$\\
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   618
$\{2\}\star$  & $\{\}$ & $\{2\}$\\
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   619
$\{0,1\}\phantom{\star}$     & $\{0,1,2\}$   & $\{2\}$\\
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   620
$\{0,2\}\star$ & $\{0,1,2\}$   & $\{2\}$\\
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   621
$\{1,2\}\star$ & $\{1\}$       & $\{2\}$\\
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   622
s: $\{0,1,2\}\star$ & $\{0,1,2\}$ & $\{2\}$\\
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   623
\end{tabular}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   624
\end{tabular}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   625
\end{center}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   626
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   627
\noindent The nodes of the DFA are given by calculating all
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   628
subsets of the set of nodes of the NFA (seen in the nodes
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   629
column on the right). The table shows the transition function
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   630
for the DFA. The first row states that $\{\}$ is the
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   631
sink node which has transitions for $a$ and $b$ to itself.
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   632
The next three lines are calculated as follows: 
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   633
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   634
\begin{itemize}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   635
\item suppose you calculate the entry for the transition for
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   636
      $a$ and the node $\{0\}$
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   637
\item start from the node $0$ in the NFA
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   638
\item do as many $\epsilon$-transition as you can obtaining a
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   639
      set of nodes, in this case $\{0,1,2\}$
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   640
\item filter out all notes that do not allow an $a$-transition
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   641
      from this set, this excludes $2$ which does not permit a
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   642
      $a$-transition
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   643
\item from the remaining set, do as many $\epsilon$-transition
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   644
      as you can, this yields again $\{0,1,2\}$     
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   645
\item the resulting set specifies the transition from $\{0\}$
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   646
      when given an $a$ 
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   647
\end{itemize}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   648
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   649
\noindent So the transition from the state $\{0\}$ reading an
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   650
$a$ goes to the state $\{0,1,2\}$. Similarly for the other
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   651
entries in the rows for $\{0\}$, $\{1\}$ and $\{2\}$. The
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   652
other rows are calculated by just taking the union of the
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   653
single node entries. For example for $a$ and $\{0,1\}$ we need
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   654
to take the union of $\{0,1,2\}$ (for $0$) and $\{1\}$ (for
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   655
$1$). The starting state of the DFA can be calculated from the
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   656
starting state of the NFA, that is $0$, and then do as many
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   657
$\epsilon$-transitions as possible. This gives $\{0,1,2\}$
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   658
which is the starting state of the DFA. The terminal states in
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   659
the DFA are given by all sets that contain a $2$, which is the
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   660
terminal state of the NFA. This completes the subset
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   661
construction. So the corresponding DFA to the NFA from 
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   662
above is
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   663
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   664
\begin{center}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   665
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   666
                    every state/.style={minimum size=0pt,
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   667
                    draw=blue!50,very thick,fill=blue!20},
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   668
                    baseline=0mm]
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   669
\node[state,initial,accepting]  (q012)  {$0,1,2$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   670
\node[state,accepting] (q02) [right=of q012] {$0,2$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   671
\node[state] (q01) [above=of q02] {$0,1$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   672
\node[state,accepting] (q12) [below=of q02] {$1,2$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   673
\node[state] (q0) [right=2cm of q01] {$0$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   674
\node[state] (q1) [right=2.5cm of q02] {$1$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   675
\node[state,accepting] (q2) [right=1.5cm of q12] {$2$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   676
\node[state] (qn) [right=of q1] {$\{\}$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   677
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   678
\path[->] (q012) edge [loop below] node  {$a$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   679
\path[->] (q012) edge node [above]  {$b$} (q2);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   680
\path[->] (q12) edge [bend left] node [below,pos=0.4]  {$a$} (q1);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   681
\path[->] (q12) edge node [below]  {$b$} (q2);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   682
\path[->] (q02) edge node [above]  {$a$} (q012);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   683
\path[->] (q02) edge [bend left] node [above, pos=0.8]  {$b$} (q2);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   684
\path[->] (q01) edge node [below]  {$a$} (q012);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   685
\path[->] (q01) edge [bend left] node [above]  {$b$} (q2);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   686
\path[->] (q0) edge node [below]  {$a$} (q012);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   687
\path[->] (q0) edge node [right, pos=0.2]  {$b$} (q2);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   688
\path[->] (q1) edge [loop above] node  {$a$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   689
\path[->] (q1) edge node [above]  {$b$} (qn);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   690
\path[->] (q2) edge [loop right] node  {$b$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   691
\path[->] (q2) edge node [below]  {$a$} (qn);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   692
\path[->] (qn) edge [loop above] node  {$a,b$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   693
\end{tikzpicture}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   694
\end{center}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   695
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   696
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   697
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   698
There are two points to note: One is that very often the
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   699
resulting DFA contains a number of ``dead'' nodes that are
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   700
never reachable from the starting state. For example
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   701
there is no way to reach node $\{0,2\}$ from the starting
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   702
state $\{0,1,2\}$. I let you find the other dead states.
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   703
In effect the DFA in this example is not a minimal DFA. Such
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   704
dead nodes can be safely removed without changing the language
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   705
that is recognised by the DFA. Another point is that in some
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   706
cases, however, the subset construction produces a DFA that
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   707
does \emph{not} contain any dead nodes\ldots{}that means it
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   708
calculates a minimal DFA. Which in turn means that in some
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   709
cases the number of nodes by going from NFAs to DFAs
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   710
exponentially increases, namely by $2^n$ (which is the number
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   711
of subsets you can form for $n$ nodes). 
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   712
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   713
Removing all the dead states in the automaton above,
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   714
gives a much more legible automaton, namely
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   715
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   716
\begin{center}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   717
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   718
                    every state/.style={minimum size=0pt,
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   719
                    draw=blue!50,very thick,fill=blue!20},
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   720
                    baseline=0mm]
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   721
\node[state,initial,accepting]  (q012)  {$0,1,2$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   722
\node[state,accepting] (q2) [right=of q012] {$2$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   723
\node[state] (qn) [right=of q2] {$\{\}$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   724
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   725
\path[->] (q012) edge [loop below] node  {$a$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   726
\path[->] (q012) edge node [above]  {$b$} (q2);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   727
\path[->] (q2) edge [loop below] node  {$b$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   728
\path[->] (q2) edge node [below]  {$a$} (qn);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   729
\path[->] (qn) edge [loop above] node  {$a,b$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   730
\end{tikzpicture}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   731
\end{center}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   732
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   733
\noindent Now the big question is whether this DFA
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   734
can recognise the same language as the NFA we started with.
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   735
I let you ponder about this question.
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   736
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   737
\subsubsection*{Brzozowski's Method}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   738
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   739
As said before, we can also go into the other direction---from
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   740
DFAs to regular expressions. Brzozowski's method calculates
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   741
a regular expression using familiar transformations for
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   742
solving equational systems. Consider the DFA:
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   743
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   744
\begin{center}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   745
\begin{tikzpicture}[scale=1.5,>=stealth',very thick,auto,
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   746
                    every state/.style={minimum size=0pt,
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   747
                    inner sep=2pt,draw=blue!50,very thick,
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   748
                    fill=blue!20}]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   749
  \node[state, initial]        (q0) at ( 0,1) {$Q_0$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   750
  \node[state]                    (q1) at ( 1,1) {$Q_1$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   751
  \node[state, accepting] (q2) at ( 2,1) {$Q_2$};
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   752
  \path[->] (q0) edge[bend left] node[above] {$a$} (q1)
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   753
            (q1) edge[bend left] node[above] {$b$} (q0)
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   754
            (q2) edge[bend left=50] node[below] {$b$} (q0)
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   755
            (q1) edge node[above] {$a$} (q2)
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   756
            (q2) edge [loop right] node {$a$} ()
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   757
            (q0) edge [loop below] node {$b$} ();
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   758
\end{tikzpicture}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   759
\end{center}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   760
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   761
\noindent for which we can set up the following equational
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   762
system
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   763
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   764
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   765
Q_0 & = & \ONE + Q_0\,b + Q_1\,b +  Q_2\,b\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   766
Q_1 & = & Q_0\,a\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   767
Q_2 & = & Q_1\,a + Q_2\,a
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   768
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   769
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   770
\noindent There is an equation for each node in the DFA. Let
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   771
us have a look how the right-hand sides of the equations are
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   772
constructed. First have a look at the second equation: the
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   773
left-hand side is $Q_1$ and the right-hand side $Q_0\,a$. The
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   774
right-hand side is essentially all possible ways how to end up
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   775
in node $Q_1$. There is only one incoming edge from $Q_0$ consuming
322
698ed1c96cd0 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 318
diff changeset
   776
an $a$.  Therefore the right hand side is this
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   777
state followed by character---in this case $Q_0\,a$. Now lets
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   778
have a look at the third equation: there are two incoming
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   779
edges for $Q_2$. Therefore we have two terms, namely $Q_1\,a$ and
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   780
$Q_2\,a$. These terms are separated by $+$. The first states
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   781
that if in state $Q_1$ consuming an $a$ will bring you to
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   782
$Q_2$, and the secont that being in $Q_2$ and consuming an $a$
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   783
will make you stay in $Q_2$. The right-hand side of the
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   784
first equation is constructed similarly: there are three 
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   785
incoming edges, therefore there are three terms. There is
444
3056a4c071b0 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 349
diff changeset
   786
one exception in that we also ``add'' $\ONE$ to the
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   787
first equation, because it corresponds to the starting state
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   788
in the DFA.
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   789
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   790
Having constructed the equational system, the question is
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   791
how to solve it? Remarkably the rules are very similar to
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   792
solving usual linear equational systems. For example the
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   793
second equation does not contain the variable $Q_1$ on the
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   794
right-hand side of the equation. We can therefore eliminate 
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   795
$Q_1$ from the system by just substituting this equation
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   796
into the other two. This gives
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   797
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   798
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   799
Q_0 & = & \ONE + Q_0\,b + Q_0\,a\,b +  Q_2\,b\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   800
Q_2 & = & Q_0\,a\,a + Q_2\,a
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   801
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   802
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   803
\noindent where in Equation (4) we have two occurences
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   804
of $Q_0$. Like the laws about $+$ and $\cdot$, we can simplify 
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   805
Equation (4) to obtain the following two equations:
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   806
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   807
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   808
Q_0 & = & \ONE + Q_0\,(b + a\,b) +  Q_2\,b\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   809
Q_2 & = & Q_0\,a\,a + Q_2\,a
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   810
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   811
 
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   812
\noindent Unfortunately we cannot make any more progress with
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   813
substituting equations, because both (6) and (7) contain the
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   814
variable on the left-hand side also on the right-hand side.
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   815
Here we need to now use a law that is different from the usual
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
   816
laws about linear equations. It is called \emph{Arden's rule}.
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
   817
It states that if an equation is of the form $q = q\,r + s$
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
   818
then it can be transformed to $q = s\, r^*$. Since we can
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
   819
assume $+$ is symmetric, Equation (7) is of that form: $s$ is
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   820
$Q_0\,a\,a$ and $r$ is $a$. That means we can transform
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
   821
(7) to obtain the two new equations
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   822
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   823
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   824
Q_0 & = & \ONE + Q_0\,(b + a\,b) +  Q_2\,b\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   825
Q_2 & = & Q_0\,a\,a\,(a^*)
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   826
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   827
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   828
\noindent Now again we can substitute the second equation into
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   829
the first in order to eliminate the variable $Q_2$.
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   830
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   831
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   832
Q_0 & = & \ONE + Q_0\,(b + a\,b) +  Q_0\,a\,a\,(a^*)\,b
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   833
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   834
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   835
\noindent Pulling $Q_0$ out as a single factor gives:
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   836
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   837
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   838
Q_0 & = & \ONE + Q_0\,(b + a\,b + a\,a\,(a^*)\,b)
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   839
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   840
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   841
\noindent This equation is again of the form so that we can
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   842
apply Arden's rule ($r$ is $b + a\,b + a\,a\,(a^*)\,b$ and $s$
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   843
is $\ONE$). This gives as solution for $Q_0$ the following
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   844
regular expression:
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   845
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   846
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   847
Q_0 & = & \ONE\,(b + a\,b + a\,a\,(a^*)\,b)^*
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   848
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   849
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
   850
\noindent Since this is a regular expression, we can simplify
444
3056a4c071b0 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 349
diff changeset
   851
away the $\ONE$ to obtain the slightly simpler regular
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   852
expression
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   853
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   854
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   855
Q_0 & = & (b + a\,b + a\,a\,(a^*)\,b)^*
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   856
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   857
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   858
\noindent 
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   859
Now we can unwind this process and obtain the solutions
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   860
for the other equations. This gives:
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   861
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   862
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   863
Q_0 & = & (b + a\,b + a\,a\,(a^*)\,b)^*\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   864
Q_1 & = & (b + a\,b + a\,a\,(a^*)\,b)^*\,a\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   865
Q_2 & = & (b + a\,b + a\,a\,(a^*)\,b)^*\,a\,a\,(a)^*
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   866
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   867
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   868
\noindent Finally, we only need to ``add'' up the equations
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   869
which correspond to a terminal state. In our running example,
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   870
this is just $Q_2$. Consequently, a regular expression
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   871
that recognises the same language as the automaton is
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   872
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   873
\[
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   874
(b + a\,b + a\,a\,(a^*)\,b)^*\,a\,a\,(a)^*
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   875
\]
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   876
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   877
\noindent You can somewhat crosscheck your solution
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   878
by taking a string the regular expression can match and
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   879
and see whether it can be matched by the automaton.
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   880
One string for example is $aaa$ and \emph{voila} this 
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   881
string is also matched by the automaton.
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   882
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   883
We should prove that Brzozowski's method really produces
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   884
an equivalent  regular expression for the automaton. But
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   885
for the purposes of this module, we omit this.
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   886
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   887
\subsubsection*{Automata Minimization}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   888
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   889
As seen in the subset construction, the translation 
483
6f508bcdaa30 updated
Christian Urban <urbanc@in.tum.de>
parents: 482
diff changeset
   890
of a NFA to a DFA can result in a rather ``inefficient'' 
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   891
DFA. Meaning there are states that are not needed. A
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   892
DFA can be \emph{minimised} by the following algorithm:
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   893
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   894
\begin{enumerate}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   895
\item Take all pairs $(q, p)$ with $q \not= p$
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   896
\item Mark all pairs that accepting and non-accepting states
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   897
\item For all unmarked pairs $(q, p)$ and all characters $c$
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   898
      test whether 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   899
      
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   900
      \begin{center} 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   901
      $(\delta(q, c), \delta(p,c))$ 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   902
      \end{center} 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   903
      
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   904
      are marked. If there is one, then also mark $(q, p)$.
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   905
\item Repeat last step until no change.
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   906
\item All unmarked pairs can be merged.
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   907
\end{enumerate}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   908
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   909
\noindent To illustrate this algorithm, consider the following 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   910
DFA.
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   911
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   912
\begin{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   913
\begin{tikzpicture}[>=stealth',very thick,auto,
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   914
                    every state/.style={minimum size=0pt,
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   915
                    inner sep=2pt,draw=blue!50,very thick,
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   916
                    fill=blue!20}]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   917
\node[state,initial]  (Q_0)  {$Q_0$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   918
\node[state] (Q_1) [right=of Q_0] {$Q_1$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   919
\node[state] (Q_2) [below right=of Q_0] {$Q_2$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   920
\node[state] (Q_3) [right=of Q_2] {$Q_3$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   921
\node[state, accepting] (Q_4) [right=of Q_1] {$Q_4$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   922
\path[->] (Q_0) edge node [above]  {$a$} (Q_1);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   923
\path[->] (Q_1) edge node [above]  {$a$} (Q_4);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   924
\path[->] (Q_4) edge [loop right] node  {$a, b$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   925
\path[->] (Q_3) edge node [right]  {$a$} (Q_4);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   926
\path[->] (Q_2) edge node [above]  {$a$} (Q_3);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   927
\path[->] (Q_1) edge node [right]  {$b$} (Q_2);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   928
\path[->] (Q_0) edge node [above]  {$b$} (Q_2);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   929
\path[->] (Q_2) edge [loop left] node  {$b$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   930
\path[->] (Q_3) edge [bend left=95, looseness=1.3] node 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   931
  [below]  {$b$} (Q_0);
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   932
\end{tikzpicture}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   933
\end{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   934
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   935
\noindent In Step 1 and 2 we consider essentially a triangle
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   936
of the form
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   937
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   938
\begin{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   939
\begin{tikzpicture}[scale=0.6,line width=0.8mm]
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   940
\draw (0,0) -- (4,0);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   941
\draw (0,1) -- (4,1);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   942
\draw (0,2) -- (3,2);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   943
\draw (0,3) -- (2,3);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   944
\draw (0,4) -- (1,4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   945
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   946
\draw (0,0) -- (0, 4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   947
\draw (1,0) -- (1, 4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   948
\draw (2,0) -- (2, 3);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   949
\draw (3,0) -- (3, 2);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   950
\draw (4,0) -- (4, 1);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   951
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   952
\draw (0.5,-0.5) node {$Q_0$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   953
\draw (1.5,-0.5) node {$Q_1$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   954
\draw (2.5,-0.5) node {$Q_2$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   955
\draw (3.5,-0.5) node {$Q_3$};
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   956
 
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   957
\draw (-0.5, 3.5) node {$Q_1$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   958
\draw (-0.5, 2.5) node {$Q_2$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   959
\draw (-0.5, 1.5) node {$Q_3$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   960
\draw (-0.5, 0.5) node {$Q_4$}; 
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   961
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   962
\draw (0.5,0.5) node {\large$\star$}; 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   963
\draw (1.5,0.5) node {\large$\star$}; 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   964
\draw (2.5,0.5) node {\large$\star$}; 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   965
\draw (3.5,0.5) node {\large$\star$};
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   966
\end{tikzpicture}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   967
\end{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   968
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   969
\noindent where the lower row is filled with stars, because in
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   970
the corresponding pairs there is always one state that is
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   971
accepting ($Q_4$) and a state that is non-accepting (the other
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   972
states).
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   973
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   974
Now in Step 3 we need to fill in more stars according whether 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   975
one of the next-state pairs are marked. We have to do this 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   976
for every unmarked field until there is no change anymore.
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   977
This gives the triangle
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   978
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   979
\begin{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   980
\begin{tikzpicture}[scale=0.6,line width=0.8mm]
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   981
\draw (0,0) -- (4,0);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   982
\draw (0,1) -- (4,1);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   983
\draw (0,2) -- (3,2);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   984
\draw (0,3) -- (2,3);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   985
\draw (0,4) -- (1,4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   986
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   987
\draw (0,0) -- (0, 4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   988
\draw (1,0) -- (1, 4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   989
\draw (2,0) -- (2, 3);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   990
\draw (3,0) -- (3, 2);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   991
\draw (4,0) -- (4, 1);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   992
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   993
\draw (0.5,-0.5) node {$Q_0$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   994
\draw (1.5,-0.5) node {$Q_1$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   995
\draw (2.5,-0.5) node {$Q_2$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   996
\draw (3.5,-0.5) node {$Q_3$};
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   997
 
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   998
\draw (-0.5, 3.5) node {$Q_1$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   999
\draw (-0.5, 2.5) node {$Q_2$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1000
\draw (-0.5, 1.5) node {$Q_3$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1001
\draw (-0.5, 0.5) node {$Q_4$}; 
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1002
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1003
\draw (0.5,0.5) node {\large$\star$}; 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1004
\draw (1.5,0.5) node {\large$\star$}; 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1005
\draw (2.5,0.5) node {\large$\star$}; 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1006
\draw (3.5,0.5) node {\large$\star$};
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1007
\draw (0.5,1.5) node {\large$\star$}; 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1008
\draw (2.5,1.5) node {\large$\star$}; 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1009
\draw (0.5,3.5) node {\large$\star$}; 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1010
\draw (1.5,2.5) node {\large$\star$}; 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1011
\end{tikzpicture}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1012
\end{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1013
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1014
\noindent which means states $Q_0$ and $Q_2$, as well as $Q_1$
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1015
and $Q_3$ can be merged. This gives the following minimal DFA
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1016
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1017
\begin{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1018
\begin{tikzpicture}[>=stealth',very thick,auto,
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1019
                    every state/.style={minimum size=0pt,
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1020
                    inner sep=2pt,draw=blue!50,very thick,
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1021
                    fill=blue!20}]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1022
\node[state,initial]  (Q_02)  {$Q_{0, 2}$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1023
\node[state] (Q_13) [right=of Q_02] {$Q_{1, 3}$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1024
\node[state, accepting] (Q_4) [right=of Q_13] 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1025
  {$Q_{4\phantom{,0}}$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1026
\path[->] (Q_02) edge [bend left] node [above]  {$a$} (Q_13);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1027
\path[->] (Q_13) edge [bend left] node [below]  {$b$} (Q_02);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1028
\path[->] (Q_02) edge [loop below] node  {$b$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1029
\path[->] (Q_13) edge node [above]  {$a$} (Q_4);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1030
\path[->] (Q_4) edge [loop above] node  {$a, b$} ();
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1031
\end{tikzpicture}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1032
\end{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1033
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1034
\subsubsection*{Regular Languages}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1035
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1036
Given the constructions in the previous sections we obtain 
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1037
the following overall picture:
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1038
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1039
\begin{center}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1040
\begin{tikzpicture}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1041
\node (rexp)  {\bf Regexps};
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1042
\node (nfa) [right=of rexp] {\bf NFAs};
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1043
\node (dfa) [right=of nfa] {\bf DFAs};
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1044
\node (mdfa) [right=of dfa] {\bf\begin{tabular}{c}minimal\\ DFAs\end{tabular}};
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1045
\path[->,line width=1mm] (rexp) edge node [above=4mm, black] {\begin{tabular}{c@{\hspace{9mm}}}Thompson's\\[-1mm] construction\end{tabular}} (nfa);
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1046
\path[->,line width=1mm] (nfa) edge node [above=4mm, black] {\begin{tabular}{c}subset\\[-1mm] construction\end{tabular}}(dfa);
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1047
\path[->,line width=1mm] (dfa) edge node [below=5mm, black] {minimisation} (mdfa);
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
  1048
\path[->,line width=1mm] (dfa) edge [bend left=45] node [below] {\begin{tabular}{l}Brzozowski's\\ method\end{tabular}} (rexp);
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1049
\end{tikzpicture}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1050
\end{center}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1051
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1052
\noindent By going from regular expressions over NFAs to DFAs,
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1053
we can always ensure that for every regular expression there
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1054
exists a NFA and a DFA that can recognise the same language.
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1055
Although we did not prove this fact. Similarly by going from
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1056
DFAs to regular expressions, we can make sure for every DFA 
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1057
there exists a regular expression that can recognise the same
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1058
language. Again we did not prove this fact. 
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1059
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1060
The interesting conclusion is that automata and regular 
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1061
expressions can recognise the same set of languages:
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1062
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1063
\begin{quote} A language is \emph{regular} iff there exists a
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1064
regular expression that recognises all its strings.
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1065
\end{quote}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1066
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1067
\noindent or equivalently 
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1068
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1069
\begin{quote} A language is \emph{regular} iff there exists an
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1070
automaton that recognises all its strings.
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1071
\end{quote}
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
  1072
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1073
\noindent So for deciding whether a string is recognised by a
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1074
regular expression, we could use our algorithm based on
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1075
derivatives or NFAs or DFAs. But let us quickly look at what
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1076
the differences mean in computational terms. Translating a
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1077
regular expression into a NFA gives us an automaton that has
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1078
$O(n)$ nodes---that means the size of the NFA grows linearly
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1079
with the size of the regular expression. The problem with NFAs
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1080
is that the problem of deciding whether a string is accepted
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1081
or not is computationally not cheap. Remember with NFAs we
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1082
have potentially many next states even for the same input and
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1083
also have the silent $\epsilon$-transitions. If we want to
483
6f508bcdaa30 updated
Christian Urban <urbanc@in.tum.de>
parents: 482
diff changeset
  1084
find a path from the starting state of a NFA to an accepting
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1085
state, we need to consider all possibilities. In Ruby and
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1086
Python this is done by a depth-first search, which in turn
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1087
means that if a ``wrong'' choice is made, the algorithm has to
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1088
backtrack and thus explore all potential candidates. This is
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1089
exactly the reason why Ruby and Python are so slow for evil
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1090
regular expressions. An alternative to the potentially slow
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1091
depth-first search is to explore the search space in a
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1092
breadth-first fashion, but this might incur a big memory
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1093
penalty.  
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
  1094
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1095
To avoid the problems with NFAs, we can translate them 
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1096
into DFAs. With DFAs the problem of deciding whether a
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1097
string is recognised or not is much simpler, because in
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1098
each state it is completely determined what the next
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1099
state will be for a given input. So no search is needed.
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1100
The problem with this is that the translation to DFAs
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1101
can explode exponentially the number of states. Therefore when 
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1102
this route is taken, we definitely need to minimise the
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1103
resulting DFAs in order to have an acceptable memory 
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
  1104
and runtime behaviour. But remember the subset construction
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
  1105
in the worst case explodes the number of states by $2^n$.
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1106
Effectively also the translation to DFAs can incur a big
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1107
runtime penalty.
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1108
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1109
But this does not mean that everything is bad with automata.
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1110
Recall the problem of finding a regular expressions for the
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1111
language that is \emph{not} recognised by a regular
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1112
expression. In our implementation we added explicitly such a
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1113
regular expressions because they are useful for recognising
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1114
comments. But in principle we did not need to. The argument
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1115
for this is as follows: take a regular expression, translate
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1116
it into a NFA and then a DFA that both recognise the same
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1117
language. Once you have the DFA it is very easy to construct
483
6f508bcdaa30 updated
Christian Urban <urbanc@in.tum.de>
parents: 482
diff changeset
  1118
the automaton for the language not recognised by a DFA. If
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1119
the DFA is completed (this is important!), then you just need
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1120
to exchange the accepting and non-accepting states. You can
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1121
then translate this DFA back into a regular expression and
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1122
that will be the regular expression that can match all strings
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1123
the original regular expression could \emph{not} match.
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
  1124
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1125
It is also interesting that not all languages are regular. The
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1126
most well-known example of a language that is not regular
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1127
consists of all the strings of the form
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1128
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1129
\[a^n\,b^n\]
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1130
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1131
\noindent meaning strings that have the same number of $a$s
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1132
and $b$s. You can try, but you cannot find a regular
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1133
expression for this language and also not an automaton. One
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1134
can actually prove that there is no regular expression nor
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1135
automaton for this language, but again that would lead us too
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1136
far afield for what we want to do in this module.
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1137
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
  1138
\section*{Further Reading}
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1139
471
9476086849ad updated
Christian Urban <urbanc@in.tum.de>
parents: 459
diff changeset
  1140
Compare what a ``human expert'' would create as an automaton for the
333
8890852e18b7 updated coursework
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 325
diff changeset
  1141
regular expression $a (b + c)^*$ and what the Thomson
8890852e18b7 updated coursework
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 325
diff changeset
  1142
algorithm generates.
325
794c599cee53 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 324
diff changeset
  1143
794c599cee53 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 324
diff changeset
  1144
%http://www.inf.ed.ac.uk/teaching/courses/ct/
140
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1145
\end{document}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1146
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1147
%%% Local Variables: 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1148
%%% mode: latex
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1149
%%% TeX-master: t
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1150
%%% End: 
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1151
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1152
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1153
\noindent
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1154
Two typical examples of NFAs are
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1155
\begin{center}
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1156
\begin{tabular}[t]{c@{\hspace{9mm}}c}
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1157
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1158
                             every state/.style={minimum size=0pt,draw=blue!50,very thick,fill=blue!20},]
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1159
\node[state,initial]  (Q_0)  {$Q_0$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1160
\node[state] (Q_1) [above=of Q_0] {$Q_1$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1161
\node[state, accepting] (Q_2) [below=of Q_0] {$Q_2$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1162
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_1);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1163
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_2);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1164
\path[->] (Q_0) edge [loop right] node  {$a$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1165
\path[->] (Q_1) edge [loop above] node  {$a$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1166
\path[->] (Q_2) edge [loop below] node  {$b$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1167
\end{tikzpicture} &
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1168
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1169
\raisebox{20mm}{
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1170
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1171
                             every state/.style={minimum size=0pt,draw=blue!50,very thick,fill=blue!20},]
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1172
\node[state,initial]  (r_1)  {$r_1$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1173
\node[state] (r_2) [above=of r_1] {$r_2$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1174
\node[state, accepting] (r_3) [right=of r_1] {$r_3$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1175
\path[->] (r_1) edge node [below]  {$b$} (r_3);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1176
\path[->] (r_2) edge [bend left] node [above]  {$a$} (r_3);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1177
\path[->] (r_1) edge [bend left] node  [left] {$\epsilon$} (r_2);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1178
\path[->] (r_2) edge [bend left] node  [right] {$a$} (r_1);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1179
\end{tikzpicture}}
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1180
\end{tabular}
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1181
\end{center}