handouts/ho07.tex
author Christian Urban <christian dot urban at kcl dot ac dot uk>
Fri, 14 Nov 2014 01:37:46 +0000
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\documentclass{article}
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\usepackage{../style}
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\begin{document}
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\section*{Handout 7 (Privacy)}
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The first motor car was invented around 1886. For ten years,
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until 1896, the law in the UK and elsewhere required a person
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to walk in front of any moving car waving a red flag. Cars
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were such a novelty that most people did not know what to make
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of them. The person with the red flag was intended to warn the
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public, for example horse owners, about the impending
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novelty---a car. In my humble opinion, we are at the same
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stage of development with privacy. Nobody really knows what it
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is about or what it is good for. All seems very hazy. The
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result is that the world of ``privacy'' looks a little bit
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like the old Wild West. Anything seems to go. 
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For example, UCAS, a charity set up to help students to apply
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to universities, has a commercial unit that happily sells your
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email addresses to anybody who forks out enough money in order
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to be able to bombard you with spam. Yes, you can opt out very
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often in such ``schemes'', but in case of UCAS any opt-out
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will limit also legit emails you might actually be interested
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in.\footnote{The main objectionable point, in my opinion, is
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that the \emph{charity} everybody has to use for HE
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applications has actually very honourable goals (e.g.~assist
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applicants in gaining access to universities), but in their
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small print (or better under the link ``About us'') reveals
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they set up their organisation so that they can also
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shamelessly sell email addresses they ``harvest''. Everything
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is of course very legal\ldots{}moral?\ldots{}well that is in
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the eye of the beholder. See:
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\url{http://www.ucas.com/about-us/inside-ucas/advertising-opportunities} 
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or
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\url{http://www.theguardian.com/uk-news/2014/mar/12/ucas-sells-marketing-access-student-data-advertisers}}
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Another example: Verizon, an ISP who provides you with
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connectivity, has found a ``nice'' side-business too: When you
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have enabled all privacy guards in your browser, the few you
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have at your disposal, Verizon happily adds a kind of cookie
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to your
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HTTP-requests.\footnote{\url{http://webpolicy.org/2014/10/24/how-verizons-advertising-header-works/}}
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As shown in the picture below, this cookie will be sent to
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every web-site you visit. The web-sites then can forward the
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cookie to advertisers who in turn pay Verizon to tell them
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everything they want to know about the person who just made
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this request, that is you.
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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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\noindent How disgusting? Even worse, Verizon is not known for
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being the cheapest ISP on the planet (completely the
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contrary), and also not known for providing the fastest
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possible speeds, but rather for being among the few ISPs in
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the US with a quasi-monopolistic ``market distribution''.
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Well, we could go on and on\ldots{}and that has not even
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started us yet with all the naughty things NSA \& Friends are
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up to. Why does privacy matter? Nobody, I think, has a
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conclusive answer to this question yet. Maybe the following four
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notions help with clarifying the overall picture somewhat: 
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\begin{itemize}
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\item \textbf{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). For example I better
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      keep my password secret, otherwise people from the wrong
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      side of the law might impersonate me.
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\item \textbf{Confidentiality} is the obligation to protect
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      the secrets of other people or organisations (secrecy
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      for the benefit of an organisation). For example as a
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      staff member at King's I have access to data, even
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      private data, I am allowed to use in my work but not
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      allowed to disclose to anyone else.
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\item \textbf{Anonymity} is the ability to leave no evidence of
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      an activity (e.g., sharing a secret). This is not equal
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        with privacy---anonymity is required in many 
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        circumstances, for example for whistle-blowers, 
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        voting, exam marking and so on.
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\item \textbf{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). For example, in a job interview, I might
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      not like to disclose that I am pregnant, if I were
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      a woman, or that I am a father. Similarly, I might not
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      like to disclose my location data, because thieves might
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      break into my house if they know I am away at work. 
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      Privacy is essentially everything which `shouldn't be
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      anybody's business'.
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\end{itemize}
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\noindent While this might provide us with some rough
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definitions, the problem with privacy is that it is an
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extremely fine line what should stay private and what should
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not. For example, since I am working in academia, I am every
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so often very happy to be a digital exhibitionist: I am very
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happy to disclose all `trivia' related to my work on my
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personal web-page. This is a kind of bragging that is normal
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in academia (at least in the field of CS), even expected if
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you look for a job. I am even happy that Google maintains a
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profile about all my academic papers and their citations. 
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On the other hand I would be very irritated if anybody I do
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not know had a too close look on my private live---it
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shouldn't be anybody's business. The reason is that knowledge
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about my private life usually is used against me. As mentioned
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above, public location data might mean I get robbed. If
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supermarkets build a profile of my shopping habits, they will
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use it to \emph{their} advantage---surely not to \emph{my}
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advantage. Also whatever might be collected about my life will
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always be an incomplete, or even misleading, picture---for
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example I am sure my creditworthiness score was temporarily(?)
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destroyed by not having a regular income in this country
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(before coming to King's I worked in Munich for five years).
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To correct such incomplete or flawed credit history data there
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is, since recently, a law that allows you to check what
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information is held about you for determining your
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creditworthiness. But this concerns only a very small part of
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the data that is held about me/you.
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Take the example of Stephen Hawking: when he was diagnosed
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with his disease, he was given a life expectancy of two years.
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If an employer would know about such problems, would they have
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employed Hawking? Now he is enjoying his 70+ birthday.
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Clearly personal medical data needs to stay private.
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To cut a long story short, I let you ponder about the two
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statements that often voiced in discussions about privacy:
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Christian Urban <christian dot urban at kcl dot ac dot uk>
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\begin{itemize}
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\item \textit{``You have zero privacy anyway. Get over it.''}\\
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\mbox{}\hfill{}{\small{}by Scott Mcnealy (CEO of Sun)}
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Christian Urban <christian dot urban at kcl dot ac dot uk>
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\item \textit{``If you have nothing to hide, you have nothing 
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to fear.''}
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\end{itemize}
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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309
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   147
\noindent An article that attempts a deeper analysis appeared
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   148
in 2011 in the Chronicle of Higher Education
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   149
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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\begin{center} 
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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\url{http://chronicle.com/article/Why-Privacy-Matters-Even-if/127461/} 
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
diff changeset
   152
\end{center} 
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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\noindent Funnily, or maybe not so funnily, the author of this
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   155
article carefully tries to construct an argument that does not
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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only attack the nothing-to-hide statement in cases where
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   157
governments \& Co collect people's deepest secrets, or
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   158
pictures of people's naked bodies, but an argument that
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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applies also in cases where governments ``only'' collect data
310
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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relevant to, say, preventing terrorism. The fun is of course
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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that in 2011 we could just not imagine that respected
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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governments would do such infantile things as intercepting
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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   163
people's nude photos. Well, since Snowden we know some people
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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at the NSA did exactly that and then shared such photos among
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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colleagues as ``fringe benefit''.  
309
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   166
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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\subsubsection*{Re-Identification Attacks} 
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Christian Urban <christian dot urban at kcl dot ac dot uk>
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310
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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Apart from philosophical musings, there are fortunately also
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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some real technical problems with privacy. The problem I want
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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to focus on in this handout is how to safely disclose datasets
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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   173
containing potentially private data, say health data. What can
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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   174
go wrong with such disclosures can be illustrated with four
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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   175
well-known examples:
307
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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\begin{itemize}
309
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   178
\item In 2006, a then young company called Netflix offered a 1
307
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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      Mio \$ prize to anybody who could improve their movie
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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      rating algorithm. For this they disclosed a dataset
309
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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      containing 10\% of all Netflix users at the time
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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      (appr.~500K). They removed names, but included numerical
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   183
      ratings of movies as well as times of ratings. Though
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
diff changeset
   184
      some information was perturbed (i.e., slightly
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
diff changeset
   185
      modified).
307
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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309
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
diff changeset
   187
      Two researchers had a closer look at this anonymised
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   188
      data and compared it with public data available from the
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   189
      International Movie Database (IMDb). They found that 98
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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      \% of the entries could be re-identified in the Netflix
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   191
      dataset: either by their ratings or by the dates the
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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      ratings were uploaded. The result was a class-action 
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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      suit against Netflix, which was only recently resolved
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   194
      involving a lot of money.
307
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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310
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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\item In the 1990ies, medical datasets were often made public
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   197
      for research purposes. This was done in anonymised form
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   198
      with names removed, but birth dates, gender, ZIP-code
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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   199
      were retained. In one case where such data about
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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   200
      hospital visits of state employees in Massachusetts was
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   201
      made public, the then governor assured the public that
591b62e1f86a updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   202
      the released dataset protected patient privacy by
591b62e1f86a updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   203
      deleting identifiers. A graduate student could not
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   204
      resist cross-referencing public voter data with the
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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   205
      released data including birth dates, gender and
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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   206
      ZIP-code. The result was that she could send the
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   207
      governor his own hospital record. It turns out that
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
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   208
      birth dates, gender and ZIP-code uniquely identify 87\%
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   209
      people in the US.
309
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
diff changeset
   210
 
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
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   211
\item In 2006, AOL published 20 million Web search queries
310
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   212
      collected from 650,000 users (names had been deleted).
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   213
      This was again done for research purposes. However,
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   214
      within days an old lady, Thelma Arnold, from Lilburn,
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   215
      Georgia, (11,596 inhabitants) was identified as user
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   216
      No.~4417749 in this dataset. It turned out that search
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   217
      engine queries are deep windows into people's private
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   218
      lives. 
309
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
diff changeset
   219
  
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
diff changeset
   220
\item Genomic-Wide Association Studies (GWAS) was a public
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
diff changeset
   221
      database of gene-frequency studies linked to diseases.
310
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   222
      
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 309
diff changeset
   223
      
309
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
diff changeset
   224
      you only needed partial DNA information in order to
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
diff changeset
   225
      identify whether an individual was part of the study —
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 308
diff changeset
   226
      DB closed in 2008
307
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   227
      
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   228
\end{itemize}
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   229
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   230
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   231
\end{document}
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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   232
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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   233
http://randomwalker.info/teaching/fall-2012-privacy-technologies/?
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   234
http://chronicle.com/article/Why-Privacy-Matters-Even-if/127461/
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   235
http://repository.cmu.edu/cgi/viewcontent.cgi?article=1077&context=hcii
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   236
https://josephhall.org/papers/NYU-MCC-1303-S2012_privacy_syllabus.pdf
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   237
%%% Local Variables: 
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   238
%%% mode: latex
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   239
%%% TeX-master: t
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
   240
%%% End: