slides/slides07.tex
author Christian Urban <christian dot urban at kcl dot ac dot uk>
Tue, 11 Nov 2014 12:51:33 +0000
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\documentclass[dvipsnames,14pt,t]{beamer}
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\usepackage{../slides}
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% beamer stuff 
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\renewcommand{\slidecaption}{APP 07, King's College London}
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\newcommand{\bl}[1]{\textcolor{blue}{#1}}
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\begin{document}
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%% Differential privacy
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%% http://www.cis.upenn.edu/~aaroth/Papers/privacybook.pdf
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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\begin{frame}[t]
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\frametitle{%
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  \begin{tabular}{@ {}c@ {}}
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  \\
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  \LARGE Access Control and \\[-3mm] 
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  \LARGE Privacy Policies (7)\\[-6mm] 
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  \end{tabular}}\bigskip\bigskip\bigskip
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  \normalsize
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  \begin{center}
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  \begin{tabular}{ll}Ch
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  Email:  & christian.urban at kcl.ac.uk\\
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  Office: & S1.27 (1st floor Strand Building)\\
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  Slides: & KEATS (also homework is there)\\
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  \end{tabular}
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  \end{center}
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\end{frame}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%     
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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\begin{frame}[t]
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\frametitle{Facebook Privacy}
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\begin{itemize}
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\item \large Who has a Facebook account?\pause\medskip
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\item \large Who keeps the list of friends private?\pause\medskip
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\item \large Who knows that this is completely pointless?
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\textcolor{gray}{\small (at least at the end of 2013)}\pause\medskip
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\end{itemize}
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\only<4>{Create a fake account. Send a friend-request.
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Facebook answers with ``People you may know'' feature.
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Conveniently, it has also a ``see all'' button.}
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\only<5>{\small\it ``Our policies explain that changing the
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visibility of people on your friend list controls how they
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appear on your Timeline, and that your friends may be visible
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on other parts of the site, such as in News Feed, Search and
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on other people's Timelines. This behavior is something we'll
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continue to evaluate to make sure we're providing clarity.'' }
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\end{frame}
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\begin{frame}
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\frametitle{UCAS}
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\mbox{}\\[-15mm]\mbox{} 
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\small
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\begin{quote}
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``The Universities and Colleges Admissions Service received more
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than \pounds{12m} last year in return for sending targeted advertising
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to subscribers as young as 16.
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The service, which controls admissions to UK universities and
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attracts 700,000 new applicants each year, sells the access
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via its commercial arm, Ucas Media.
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Vodafone, O2, Microsoft and the private university
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accommodation provider Pure Student Living are among those who
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have marketed through Ucas, which offers access to over a
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million student email addresses\ldots 
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Applicants can opt out of receiving direct marketing, but only
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at the cost of missing out on education and careers mailings
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as well.''\bigskip\\
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\footnotesize\hfill The Guardian, 12 March 2014
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\end{quote}
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\end{frame}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
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\begin{frame}
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\frametitle{Verizon}
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\mbox{}\\[-23mm]\mbox{} 
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\begin{center}
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\includegraphics[scale=0.21]{../pics/verizon.png}
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\end{center}
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\vfill\footnotesize
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\url{http://webpolicy.org/2014/10/24/how-verizons-advertising-header-works}
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\end{frame}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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\begin{frame}[c]
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\frametitle{Privacy, Anonymity et al}
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Some terminology:
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\begin{itemize}
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\item \alert{secrecy} is the mechanism used to limit the
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      number of principals with access to information (e.g.,
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      cryptography or access controls)
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\item \alert{confidentiality} is the obligation to protect the
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      secrets of other people or organizations (secrecy for
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      the benefit of an organisation)
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\item \alert{anonymity} is the ability to leave no evidence of
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      an activity (e.g., sharing a secret)
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\item \alert{privacy} is the ability or right to protect your
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      personal secrets (secrecy for the benefit of an
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      individual)
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\end{itemize}
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\end{frame}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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\begin{frame}[t]
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\frametitle{Privacy vs Anonymity}
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\begin{itemize}
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\item everybody agrees that anonymity has its uses (e.g.,
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      voting, whistleblowers, peer-review, exams)
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\end{itemize}\bigskip\bigskip\pause
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But privacy?\bigskip\bigskip
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\textit{``You have zero privacy anyway. Get over it.''}\\
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\hfill{}Scott Mcnealy (CEO of Sun)\bigskip\\
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\textit{``If you have nothing to hide, you have nothing 
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to fear.''}
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\end{frame}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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\begin{frame}[t]
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\frametitle{Privacy Problems}
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304
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   160
Private data can be often used against me:
79
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   161
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   162
\begin{itemize}
304
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   163
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   164
\item if my location data becomes public, thieves will switch
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   165
      off their phones and help themselves in my home
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   166
\item if supermarkets can build a profile of what I buy, they
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   167
      can use it to their advantage (banks - mortgages)
79
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   168
\item my employer might not like my opinions\bigskip\pause
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   169
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   170
\item one the other hand, Freedom-of-Information Act 
304
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   171
\item medical data should be private, but medical research
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   172
      needs data 
79
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   173
\end{itemize}
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   174
300
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   175
\end{frame}
79
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   176
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   177
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   178
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   179
\begin{frame}[t]
82
01562d143105 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 81
diff changeset
   180
\frametitle{Privacy Problems}
79
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   181
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   182
\begin{itemize}
304
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   183
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   184
\item Apple takes note of every Siri dictation (sent over the
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   185
      Internet to Apple; retained for 2 years)
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   186
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   187
\item markets often only work, if data is restricted (to build
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   188
      trust)
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   189
300
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   190
\item social networks can reveal data about you 
304
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   191
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   192
\item have you tried the collusion (lightbeam?) extension for
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   193
      FireFox?
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   194
140
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   195
\item I do use Dropbox, store cards
304
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   196
82
01562d143105 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 81
diff changeset
   197
\end{itemize}
79
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   198
140
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   199
\begin{textblock}{5}(12,9.9)
299
82906b148ff5 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 143
diff changeset
   200
\includegraphics[scale=0.2]{../pics/gattaca.jpg}\\
82
01562d143105 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 81
diff changeset
   201
\small Gattaca (1997)
01562d143105 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 81
diff changeset
   202
\end{textblock}
79
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   203
300
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   204
\end{frame}
79
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   205
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
2eaca58f9bcc updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 78
diff changeset
   206
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   207
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   208
\begin{frame}[t]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   209
\frametitle{Privacy}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   210
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   211
\begin{minipage}{1.05\textwidth}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   212
\begin{itemize}
304
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   213
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   214
\item we \alert{do} want that government data is made public
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   215
      (free maps for example)
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   216
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   217
\item we \alert{do not} want that medical data becomes public
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   218
      (similarly tax data, school records, job search)\bigskip
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   219
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   220
\item personal information can potentially lead to fraud
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   221
      (identity theft)
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   222
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   223
\end{itemize}\pause
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   224
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   225
{\bf ``The reality'':}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   226
\only<2>{\begin{itemize}
300
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   227
\item London Health Programmes lost in 2011 unencrypted
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   228
      details of more than 8 million people (no names, but
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   229
      postcodes and details such as gender, age and ethnic
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   230
      origin)
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   231
\end{itemize}}
300
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   232
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   233
\only<3>{\begin{itemize}
300
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   234
\item also in 2011, Sony got hacked: over 1M users' personal
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   235
      information, including passwords, email addresses, home
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   236
      addresses, dates of birth, and all Sony opt-in data
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   237
      associated with their accounts.
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   238
\end{itemize}}
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   239
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   240
\only<4>{\begin{itemize}
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   241
\item in 2007, Gordon Brown needed to apologise for the loss
304
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   242
      of tax data of 25M  people (a junior civil servant sent
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   243
      a CD in the mail, which got lost)
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   244
\end{itemize}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   245
\end{minipage}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   246
300
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   247
\end{frame}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   248
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   249
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   250
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   251
\begin{frame}[c]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   252
\frametitle{Privacy and Big Data}
299
82906b148ff5 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 143
diff changeset
   253
\mbox{}\\[-16mm]\mbox{}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   254
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   255
Selected sources of ``Big Data'':\smallskip{}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   256
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   257
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   258
\item Facebook 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   259
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   260
\item 40+ Billion photos (100 PB)
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   261
\item 6 Billion messages daily (5 - 10 TB)
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   262
\item 900 Million users  
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   263
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   264
\item Common Crawl
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   265
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   266
\item covers 3.8 Billion webpages (2012 dataset)
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   267
\item 50 TB of data
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   268
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   269
\item Google
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   270
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   271
\item 20 PB daily (2008)
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   272
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   273
\item Twitter
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   274
\begin{itemize}
304
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   275
\item 15 Million active users in the UK; 500M tweets per day
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   276
\item a company called Datasift is allowed to mine all tweets since 2010
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   277
\item they charge 10k per month for other companies to target advertisement
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   278
\end{itemize}
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   279
\end{itemize}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   280
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   281
302
17890d4b0688 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 301
diff changeset
   282
\end{frame}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   283
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   284
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   285
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   286
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   287
\mode<presentation>{
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   288
\begin{frame}[c]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   289
\frametitle{Cookies\ldots}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   290
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   291
``We have published a new cookie policy. It explains what cookies are 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   292
and how we use them on our site. To learn more about cookies and 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   293
their benefits, please view our cookie policy.\medskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   294
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   295
If you'd like to disable cookies on this device, please view our information 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   296
pages on 'How to manage cookies'. Please be aware that parts of the 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   297
site will not function correctly if you disable cookies. \medskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   298
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   299
By closing this 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   300
message, you consent to our use of cookies on this device in accordance 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   301
with our cookie policy unless you have disabled them.''
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   302
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   303
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   304
\end{frame}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   305
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   306
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   307
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   308
\mode<presentation>{
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   309
\begin{frame}[c]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   310
\frametitle{Scare Tactics}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   311
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   312
The actual policy reads:\bigskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   313
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   314
``As we explain in our Cookie Policy, cookies help you to get the most 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   315
out of our websites.\medskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   316
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   317
If you do disable our cookies you may find that certain sections of our 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   318
website do not work. For example, you may have difficulties logging in 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   319
or viewing articles.''
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   320
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   321
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   322
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   323
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   324
\end{frame}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   325
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   326
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   327
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   328
\mode<presentation>{
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   329
\begin{frame}[c]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   330
\frametitle{Netflix Prize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   331
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   332
Anonymity is \alert{necessary} for privacy, but \alert{not} enough!\bigskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   333
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   334
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   335
\item Netflix offered in 2006 (and every year until 2010) a 1 Mio \$ prize for improving their movie rating algorithm
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   336
\item dataset contained 10\% of all Netflix users (appr.~500K)
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   337
\item names were removed, but included numerical ratings as well as times of rating
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   338
\item some information was \alert{perturbed} (i.e., slightly modified)
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   339
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   340
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   341
\hfill{\bf\alert{All OK?}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   342
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   343
\end{frame}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   344
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   345
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   346
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   347
\mode<presentation>{
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   348
\begin{frame}[c]
140
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   349
\frametitle{Re-identification Attacks}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   350
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   351
Two researchers analysed the data: 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   352
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   353
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   354
\item with 8 ratings (2 of them can be wrong) and corresponding dates that can have a margin 14-day error, 98\% of the
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   355
records can be identified
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   356
\item for 68\% only two ratings and dates are sufficient (for movie ratings outside the top 500)\bigskip\pause
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   357
\item they took 50 samples from IMDb (where people can reveal their identity)
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   358
\item 2 of them uniquely identified entries in the Netflix database (either by movie rating or by dates)
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   359
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   360
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   361
\end{frame}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   362
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   363
140
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   364
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   365
\mode<presentation>{
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   366
\begin{frame}[c]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   367
\frametitle{Re-identification Attacks}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   368
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   369
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   370
\begin{itemize}
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   371
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   372
\item in 1990 medical databases were routinely made public
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   373
      with names removed, but birth dates, gender, ZIP-code
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   374
      were retained\medskip
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   375
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   376
\item could be cross referenced with public voter registration
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   377
      data in order to find out what the medical record of the
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   378
      governor of Massachusetts was (in 1997 Latanya Sweeney)
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   379
140
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   380
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   381
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   382
\end{frame}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   383
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   384
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   385
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   386
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   387
\mode<presentation>{
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   388
\begin{frame}[c]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   389
\frametitle{}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   390
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   391
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   392
\item Birth data, postcode and gender (unique for\\ 87\% of the US population)
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   393
\item Preferences in movies (99\% of 500K for 8 ratings)
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   394
\end{itemize}\bigskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   395
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   396
Therefore best practices / or even law (HIPAA, EU): 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   397
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   398
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   399
\item only year dates (age group for 90 years or over), 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   400
\item no postcodes (sector data is OK, similarly in the US)\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   401
\textcolor{gray}{no names, addresses, account numbers, licence plates}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   402
\item disclosure information needs to be retained for 5 years
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   403
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   404
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   405
\end{frame}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   406
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
303
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   407
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   408
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
303
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   409
\begin{frame}[c]
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   410
\frametitle{AOL Search Queries}
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   411
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   412
\begin{itemize}
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   413
\item In 2006, AOL published 20 million Web search queries 
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   414
  collected of 650,000 users (names had been deleted)\medskip
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   415
  
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   416
\item \ldots{}within days an old lady, Thelma Arnold, from
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   417
      Lilburn, Georgia, (11,596 inhabitants) was identified as
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   418
      user No.~4417749\medskip
303
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   419
  
304
9d1cf03d1b32 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 303
diff changeset
   420
\item some of the queries that identified her away:  
303
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   421
\begin{itemize}
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   422
\item landscapers in Lilburn, Ga
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   423
\item 60 single men
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   424
\item nicotine effects on the body
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   425
\item \ldots 
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   426
\end{itemize}  
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   427
\end{itemize}
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   428
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   429
\end{frame}
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   430
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   431
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   432
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   433
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   434
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   435
\begin{frame}<2>[c]
299
82906b148ff5 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 143
diff changeset
   436
\frametitle{\large How to Safely Disclose Information?}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   437
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   438
\only<1>{
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   439
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   440
\item Assume you make a survey of 100 randomly chosen people.
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   441
\item Say 99\% of the surveyed people in the 10 - 40 age group have seen the
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   442
Gangnam video on youtube.\bigskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   443
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   444
\item What can you infer about the rest of the population? 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   445
\end{itemize}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   446
\only<2>{
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   447
\begin{itemize}
299
82906b148ff5 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 143
diff changeset
   448
\item Is it possible to re-identify data later, if more data is released? \bigskip\bigskip\pause
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   449
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   450
\item Not even releasing only  aggregate information prevents re-identification attacks.
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   451
(GWAS was a public database of gene-frequency studies linked to diseases;
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   452
you only needed partial DNA information  in order
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   453
to identify whether an individual was part of the study --- DB closed in 2008) 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   454
\end{itemize}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   455
303
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   456
\end{frame}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   457
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
142
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   458
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   459
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   460
\begin{frame}[c]
299
82906b148ff5 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 143
diff changeset
   461
\frametitle{\Large We cannot exclude all Harm}
142
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   462
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   463
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   464
\item Analysis of a given data set teaches us that smoking causes cancer. 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   465
Mary, a smoker, is harmed by this analysis: her insurance premiums rise. 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   466
Mary’s premiums rise whether or not her data are in the data set. In other words, 
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   467
Mary is harmed by the finding smoking causes cancer.\bigskip
142
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   468
299
82906b148ff5 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 143
diff changeset
   469
\item \ldots of course she is also helped; she might quit smoking
142
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   470
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   471
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   472
\end{frame}
142
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   473
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   474
     
140
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   475
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   476
\begin{frame}[c]
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   477
\frametitle{\Large We cannot exclude all Harm}
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   478
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   479
Supervising queries will also not work in general:
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   480
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   481
\begin{itemize}
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   482
\item denying a request can already disclose information
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   483
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   484
\item in general it is not decidable, whether a sequence
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   485
  of queries can identify a person
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   486
\end{itemize}
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   487
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   488
\end{frame}
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   489
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   490
     
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   491
     
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   492
     
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   493
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
140
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   494
\mode<presentation>{
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   495
\begin{frame}<2>[c]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   496
\frametitle{Differential Privacy}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   497
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   498
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   499
\item Goal: Nothing about an individual should be learnable from the database that 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   500
cannot be learned without access to the database.\pause\bigskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   501
142
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   502
\item Differential privacy is a ``protocol'' which you run on some dataset \bl{$X$} producing
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   503
some output \bl{$O(X)$}.\bigskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   504
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   505
\item You want to achieve \alert{forward privacy}
140
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   506
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   507
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   508
\end{frame}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 139
diff changeset
   509
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   510
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   511
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   512
\mode<presentation>{
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   513
\begin{frame}[c]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   514
\frametitle{Differential Privacy}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   515
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   516
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   517
User\;\;\;\;    
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   518
\begin{tabular}{c}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   519
tell me \bl{$f(x)$} $\Rightarrow$\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   520
$\Leftarrow$ \bl{$f(x) + \text{noise}$}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   521
\end{tabular}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   522
\;\;\;\;\begin{tabular}{@{}c}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   523
Database\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   524
\bl{$x_1, \ldots, x_n$}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   525
\end{tabular}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   526
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   527
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   528
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   529
\begin{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   530
\item \bl{$f(x)$} can be released, if \bl{$f$} is insensitive to
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   531
individual entries  \bl{$x_1, \ldots, x_n$}\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   532
\item Intuition: whatever is learned from the dataset would be learned regardless of whether
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   533
\bl{$x_i$} participates\bigskip\pause 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   534
303
0397d557c362 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 302
diff changeset
   535
\item Noise needed in order to prevent queries:\\ Christian's salary $=$ 
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   536
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   537
\bl{\large$\Sigma$} all staff $-$  \bl{\large$\Sigma$} all staff $\backslash$ Christian
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   538
\end{center} 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   539
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   540
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   541
\end{frame}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   542
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   543
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   544
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   545
\mode<presentation>{
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   546
\begin{frame}[c]
141
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   547
\frametitle{Example}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   548
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   549
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   550
\begin{tabular}{l|l}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   551
Name	 & Has the disease?\\\hline
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   552
Alice          & yes\\ 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   553
Bob     	 & no\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   554
Charlie	 & yes\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   555
Eve	         & no\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   556
Chandler	 & yes\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   557
\end{tabular}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   558
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   559
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   560
How many people have a disease?
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   561
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   562
\end{frame}}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   563
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   564
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   565
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   566
\begin{frame}[c]
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   567
\frametitle{Adding Noise}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   568
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   569
Adding noise is not as trivial as one would wish:
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   570
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   571
\begin{itemize}
141
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   572
\item If I ask how many of three have a disease and get a result
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   573
as follows 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   574
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   575
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   576
\begin{tabular}{l|c}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   577
Alice & yes\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   578
Bob & no\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   579
Charlie & yes\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   580
\end{tabular}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   581
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   582
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   583
then I have to add a noise of \bl{$1$}. So answers would be in the
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   584
range of \bl{$1$} to \bl{$3$}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   585
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   586
\bigskip
141
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 140
diff changeset
   587
\item But if I ask five questions for all the dataset (has the disease, is male, below 30, \ldots),
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   588
then one individual can change the dataset by \bl{$5$}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   589
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   590
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   591
\end{frame}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   592
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   593
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   594
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   595
\begin{frame}[c]
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   596
\frametitle{\Large Differential Privacy Problems}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   597
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   598
\begin{itemize}
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   599
\item How to do differential privacy ``offline'' is still
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   600
an active research question?
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   601
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   602
\item What constitutes a single entry in the database?
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   603
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   604
\item Evolution of a database:
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   605
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   606
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   607
\begin{center}\small
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   608
\begin{tabular}{l|ll}
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   609
Name	 & Has the disease?\\\hline
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   610
Alice          & yes\\ 
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   611
Bob     	 & no\\
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   612
Charlie	 & yes\\
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   613
Eve	         & no\\
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   614
Chandler	 & yes\\
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   615
Marc       & yes & $\Leftarrow$ new entry\\
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   616
\end{tabular}
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   617
\end{center}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   618
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   619
\end{frame}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   620
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   621
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   622
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
142
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   623
\begin{frame}[c]
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   624
\frametitle{Tor}
142
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   625
305
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   626
\begin{center}
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   627
??
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   628
\end{center}
851a22e8d570 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 304
diff changeset
   629
\end{frame}
142
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   630
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   631
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   632
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   633
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   634
     
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   635
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   636
\begin{frame}[c]
300
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   637
\frametitle{Take Home Point}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   638
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   639
According to Ross Anderson: \bigskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   640
\begin{itemize}
142
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   641
\item Creating large databases of sensitive personal information is intrinsically 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   642
hazardous (NHS)\bigskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   643
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 141
diff changeset
   644
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   645
\item Privacy in a big hospital is just about doable.\medskip
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   646
\item How do you enforce privacy  in something as big as Google
300
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   647
or complex as Facebook? Nobody knows.\bigskip
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   648
300
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   649
Similarly, big databases imposed by government.
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   650
\end{itemize}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   651
300
9aeb88f8cbec updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 299
diff changeset
   652
\end{frame}
138
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   653
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 90
diff changeset
   654
77
56dbc339ec87 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 76
diff changeset
   655
76
dde58256fc35 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 75
diff changeset
   656
\end{document}
75
df7cf3d07bd8 added slides
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   657
df7cf3d07bd8 added slides
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   658
%%% Local Variables:  
df7cf3d07bd8 added slides
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   659
%%% mode: latex
df7cf3d07bd8 added slides
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   660
%%% TeX-master: t
df7cf3d07bd8 added slides
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   661
%%% End: 
df7cf3d07bd8 added slides
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   662