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	<title>An Economic market for truth</title>
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	<description>An inquiry into the slippery nature of information &#38; other rants</description>
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		<title>An Economic market for truth</title>
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		<title>A simple attack on GSM cellphones</title>
		<link>http://alicebobandeve.wordpress.com/2010/11/09/a-simple-attack-on-gsm-cellphones/</link>
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		<pubDate>Tue, 09 Nov 2010 21:02:04 +0000</pubDate>
		<dc:creator>Suhas Mathur</dc:creator>
				<category><![CDATA[hacking]]></category>
		<category><![CDATA[security]]></category>
		<category><![CDATA[mobile]]></category>
		<category><![CDATA[authentication]]></category>
		<category><![CDATA[phy-layer security]]></category>
		<category><![CDATA[mobile-systems]]></category>

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		<description><![CDATA[At hack.lu, held in Luxembourg two weeks ago, Ralf Weinman talked about a known vulnerability in GSM (2G) systems &#8212; the lack of authentication of the network by the mobile device. While the vulnerability has been known for some time, it is the relative ease of launching an attack that has brought it back into [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=alicebobandeve.wordpress.com&amp;blog=3656266&amp;post=54&amp;subd=alicebobandeve&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>At hack.lu, held in Luxembourg two weeks ago, Ralf Weinman talked about a known vulnerability in GSM (2G) systems &#8212; the lack of authentication of the network by the mobile device. While the vulnerability has been known for some time, it is the relative ease of launching an attack that has brought it back into the limelight now. The attack is simple: Create you own 2G base-station, using a Universal Software Radio Peripheral and running OpenBTS, a base station defined entirely in software. Mobile phones in the vicinity will then connect to your fake base station, unsuspecting of any foul play.</p>
<p><a href="https://cryptolux.org/media/hack.lu-aybbabtu.pdf">Here</a> are Ralf&#8217;s slides from his hack.lu presentation.</p>
<p>Here is the abstract from Ralf&#8217;s talk scheduled to be delivered at DeepSec 2010 in Nov 2010:</p>
<blockquote><p>Attack scenarios against mobile phones have thus far concentrated on the application processor. While code running on these processors are getting hardened by vendors as can be seen in the case of Apple&#8217;s iPhoneOS &#8212; the current release uses data execution prevention and code signing, the GSM stack running on the baseband processor is neglected. The advent of several open-source solutions for running GSM base stations is a game-changer: Malicious base stations are not within the attack model that was assumed assumed by the GSM MoU and baseband vendors. This paper explores the viability of attacks against the baseband processor of GSM cellular phones and shows first practical results that enable code exeuction on them. It will include a demo of a practical exploitation of a remote memory corruption on the iPhone</p></blockquote>
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		<title>Mobile sensing work accepted at ACM Mobisys 2010</title>
		<link>http://alicebobandeve.wordpress.com/2010/03/28/mobile-sensing-work-accepted-at-acm-mobisys-2010/</link>
		<comments>http://alicebobandeve.wordpress.com/2010/03/28/mobile-sensing-work-accepted-at-acm-mobisys-2010/#comments</comments>
		<pubDate>Sun, 28 Mar 2010 22:01:41 +0000</pubDate>
		<dc:creator>Suhas Mathur</dc:creator>
				<category><![CDATA[learning]]></category>
		<category><![CDATA[mobile]]></category>
		<category><![CDATA[mobile-systems]]></category>
		<category><![CDATA[sensing]]></category>
		<category><![CDATA[vehicular]]></category>

		<guid isPermaLink="false">http://alicebobandeve.wordpress.com/?p=32</guid>
		<description><![CDATA[My work on mobile sensing for automotive parking applications has just been accepted to ACM Mobisys 2010 and I will br presenting this work at Mobisys in San Francisco in June 2010. The paper is about the design, implementation and evaluation of a mobile sensing system called ParkNet, for the purpose of harvesting in as [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=alicebobandeve.wordpress.com&amp;blog=3656266&amp;post=32&amp;subd=alicebobandeve&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>My work on mobile sensing for automotive parking applications has just been accepted to ACM Mobisys 2010 and I will br presenting this work at Mobisys in San Francisco in June 2010. The paper is about the design, implementation and evaluation of a mobile sensing system called ParkNet, for the purpose of harvesting in as close to real time as possible, information about the availability street-parking spaces in urban areas. ParkNet was recently featured in the <a href="http://www.technologyreview.com/communications/24497/page1/">MIT Technology review</a>. It has just been covered by Rutgers Today, an organization within Rutgers University that produces news articles about promising research efforts within Rutgers.</p>
<p>Update: My ParkNet paper received the best paper award at ACM&#8217;s annual Mobile Systems and Applications Conference [ACM Mobisys]!</p>
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			<media:title type="html">zulu</media:title>
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		<title>Henning Shulzrinne&#8217;s talk: &#8220;VoIP: Not your Grandma&#8217;s Phone Anymore&#8221;</title>
		<link>http://alicebobandeve.wordpress.com/2009/04/21/henning-shulzrinnes-talk-voip-not-your-grandmas-phone-anymore/</link>
		<comments>http://alicebobandeve.wordpress.com/2009/04/21/henning-shulzrinnes-talk-voip-not-your-grandmas-phone-anymore/#comments</comments>
		<pubDate>Tue, 21 Apr 2009 18:41:47 +0000</pubDate>
		<dc:creator>Suhas Mathur</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://alicebobandeve.wordpress.com/?p=30</guid>
		<description><![CDATA[Given my interest in the security aspects of VoIP, I decided to attended a talk by Henning Shulzrinne (CS@Columbia), the inventor of RTP, SIP, and a mojor proponent of VoIP. His talk was interesting because it pointed to the transitions that are happening now, in the world of telephony, some of them quite inconspicuously. The [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=alicebobandeve.wordpress.com&amp;blog=3656266&amp;post=30&amp;subd=alicebobandeve&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Given my interest in the security aspects of VoIP, I decided to attended a talk by Henning Shulzrinne (CS@Columbia), the inventor of RTP, SIP, and a mojor proponent of VoIP. His talk was interesting because it pointed to the transitions that are happening now, in the world of telephony, some of them quite inconspicuously. The interesting things I gathered from the talk were:</p>
<p>1. A system they have developed in their lab at Columbia called the &#8216;presence&#8217; system which essentially tries to build in context-awareness into the mobile telephony experience by accepting or rejecting calls based on things such as the activity the user is currently engaged in (in a meeting, driving, etc.) and the identity of the calling party. Their architecture employs a trusted server that acts as a proxy for the user being called. The end user&#8217;s device constantly senses or learns the users availability and willingness to receive incoming communications and updates this on the server. They have also developed ways to address the inevitable privacy problem that arises from having to constantly update your personal attributes on a central server.</p>
<p>2. He also spoke briefly about what he termed &#8216;the need for glue&#8217; which is a metaphor for requiring ways to allow the many computing devices around us to communicate. I have heard this pitch before in a number of &#8216;high-level&#8217; presentations, thrown in along with the idea of the &#8216;internet of things&#8217;. It appears to me that these ideas are yet to take off in a proper way and what&#8217;s really hindering their progress is a tangible use case. There have been limited success stories in my opinion, such as (i) using mobile phones for context sensing (see Microsoft&#8217;s &#8216;Tag&#8217; technology for instance) and phone cameras for reading barcodes etc. and (ii) some limited success in home-networking. My guess is that there is a lot of room for progress in this area, as long as people are able to come up with interesting, tangible use cases and benefits.</p>
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			<media:title type="html">zulu</media:title>
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		<title>&#8220;Software radio and the future of wireless security&#8221;</title>
		<link>http://alicebobandeve.wordpress.com/2008/08/07/software-radio-and-the-future-of-wireless-security/</link>
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		<pubDate>Thu, 07 Aug 2008 15:44:31 +0000</pubDate>
		<dc:creator>Suhas Mathur</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://alicebobandeve.wordpress.com/?p=25</guid>
		<description><![CDATA[I found this interesting talk abstract at the Blackhat conference program. The talk was delivered by Micheal Ossman who works as an information security researcher, at the institute for telecommunications sciences, U.S. Dept. of commerce. I have been thinking of this issue for some time, particularly from the point of view of GSM radio signals [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=alicebobandeve.wordpress.com&amp;blog=3656266&amp;post=25&amp;subd=alicebobandeve&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>I found <a href="http://www.blackhat.com/html/bh-usa-08/bh-usa-08-speakers.html#Ossmann">this</a> interesting talk abstract at the Blackhat conference program. The talk was delivered by Micheal Ossman who works as an information security researcher, at the institute for telecommunications sciences, U.S. Dept. of commerce. I have been thinking of this issue for some time, particularly from the point of view of GSM radio signals and the possibly nasty things that can be done with a software GSM receiver.</p>
<p>Radios are everywhere. We use them daily in car stereos, cordless phones, car key fobs, proximity  										access cards, laptops, television tuners, garage door openers, mobile phones, and headsets, to name a  										few. To build one of these radio devices in the traditional manner, you would need some electronic  										components (including, in many cases, a microprocessor), a soldering iron, and a fairly advanced  										knowledge of electronic circuit design. All that is changing, however, with the emergence of  										software radio. The digital technologies that revolutionized the audio world over last thirty  										years are now bringing the same revolution to the radio world. General purpose computers are  										becoming fast enough to function as sophisticated radio devices with minimal hardware peripherals.  										In the future, all radios will be software radios, and all practical wireless security tools will  										be implemented with software radio.</p>
<p>This presentation will describe the state of software radio, discuss future trends, and  										point out current and future applications of software radio technologies to wireless security  										research. Particular attention will be given to tools and resources that are available today,  										helping attendees without a background in RF technology to get started in the field. Practical  										attacks will be demonstrated using GNU Radio and the Universal Software Radio Peripheral.</p>
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			<media:title type="html">zulu</media:title>
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		<title>Mobicom paper accepted!</title>
		<link>http://alicebobandeve.wordpress.com/2008/07/29/mobicom-paper-accepted/</link>
		<comments>http://alicebobandeve.wordpress.com/2008/07/29/mobicom-paper-accepted/#comments</comments>
		<pubDate>Tue, 29 Jul 2008 18:47:17 +0000</pubDate>
		<dc:creator>Suhas Mathur</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://alicebobandeve.wordpress.com/?p=21</guid>
		<description><![CDATA[My Mobicom paper has officially been accepted &#8211; now that the several rounds of changes and formatting issues have been fixed (I was both surprised and amazed as the painstaking detail with which ACM perused the paper; IEEE standards fall pale in comparison). The paper is titled &#8216;Radio-telepathy: Extracting Secret Bits from an Unauthenticated Wireless [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=alicebobandeve.wordpress.com&amp;blog=3656266&amp;post=21&amp;subd=alicebobandeve&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>My <a href="http://www.sigmobile.org/mobicom/2008/">Mobicom</a> paper has officially been accepted &#8211; now that the several rounds of changes and formatting issues have been fixed (I was both surprised and amazed as the painstaking detail with which ACM perused the paper; IEEE standards fall pale in comparison).</p>
<p>The paper is titled &#8216;Radio-telepathy: Extracting Secret Bits from an Unauthenticated Wireless Channel&#8217;. In this paper, I teamed up with some folks over at InterDigital to build a system that can use the received signal from 802.11 cards to &#8216;extract&#8217; bits at the two ends of a wireless channel, in such a way that a third user cannot infer any useful information about the bits that were extracted. The idea is to enable generation of identical bit sequences at the two ends, which can then be used as cryptographic keys for encrypting future communications. What is more, these keys can be refreshed at regular intervals using channel information that the 802.11 system can extract from regular received packets.</p>
<p>The system we proposed provides an analog of quantum cryptography for &#8216;everyday wireless channels&#8217;. While QC relies on the quantum physics behind photons, our proposed system relies on two simple, somewhat surprising but verifiable properties of the wireless medium: (1) The channel decorrelates in space very quickly &#8211; over distances of the oder of a wavelength (a few cm for 802.11) and (2) The wireless channel is, toa good extent, reciprocal. This means that although it is continuously changing in time, at a fixed instant of time and at a  fixed frequency, the channel behaves in exactly the same way, irrespective of whether Alice transmits and Bob receives, or vice-versa. In practice, it is hard to have both users transmit and receive simultaneously, so there is a small time-delay between transmissions in the two directions. However, if this delay is small, then the channel only has a chance to change by a small amount and is still heavily correlated.</p>
<p>The most notable point about our algorithm is that it provides <em>information theoretic secrecy. </em>This means that the secrecy of the keys extracted is <em>unconditional &#8211; </em>it does not depend upon the assumption of a computationally bounded adversary or the computational hardness of a mathematical problem.</p>
<p>I&#8217;m looking forward to attending the conference in September. There are a number of o<a href="http://www.sigmobile.org/mobicom/2008/program.html">ther very interesting papers</a> in wireless and otherwise.</p>
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			<media:title type="html">zulu</media:title>
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		<title>Tracking 100,000 cellphones without consent</title>
		<link>http://alicebobandeve.wordpress.com/2008/06/12/tracking-100000-cellphone-without-consent/</link>
		<comments>http://alicebobandeve.wordpress.com/2008/06/12/tracking-100000-cellphone-without-consent/#comments</comments>
		<pubDate>Thu, 12 Jun 2008 17:12:36 +0000</pubDate>
		<dc:creator>Suhas Mathur</dc:creator>
				<category><![CDATA[privacy]]></category>

		<guid isPermaLink="false">http://alicebobandeve.wordpress.com/?p=19</guid>
		<description><![CDATA[The cover story on the latest issue of Nature talks about a study that tracked the locations of 100,000 cellphone users for six months without their consent. The best part is the article doesn&#8217;t even mention the location privacy issue associated with the study, which was conducted for the purpose of inferring upon people&#8217;s movement [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=alicebobandeve.wordpress.com&amp;blog=3656266&amp;post=19&amp;subd=alicebobandeve&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>The <a href="http://www.nature.com/nature/journal/v453/n7196/index.html">cover story on the latest issue of Nature</a> talks about a study that tracked the locations of 100,000 cellphone users <em>for six months</em> without their consent. The best part is the article doesn&#8217;t even mention the location privacy issue associated with the study, which was conducted for the purpose of inferring upon people&#8217;s movement patterns.</p>
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			<media:title type="html">zulu</media:title>
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		<title>Linus sequence</title>
		<link>http://alicebobandeve.wordpress.com/2008/05/29/linus-sequence/</link>
		<comments>http://alicebobandeve.wordpress.com/2008/05/29/linus-sequence/#comments</comments>
		<pubDate>Thu, 29 May 2008 21:06:57 +0000</pubDate>
		<dc:creator>Suhas Mathur</dc:creator>
				<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[math]]></category>

		<guid isPermaLink="false">http://alicebobandeve.wordpress.com/?p=18</guid>
		<description><![CDATA[The sequence composed of 1s and 2s obtained by starting with the number 1, and picking subsequent elements to avoid repeating the longest possible substring. The first few terms are 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, &#8230; (Sloane&#8217;s A006345). The Sally sequence gives the length of the [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=alicebobandeve.wordpress.com&amp;blog=3656266&amp;post=18&amp;subd=alicebobandeve&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p style="text-align:center;"><img class="aligncenter" style="vertical-align:middle;" src="http://mathworld.wolfram.com/images/eps-gif/LinusSequence_1000.gif" alt="" width="407" height="353" /></p>
<p>The sequence composed of 1s and 2s obtained by starting with the number 1, and picking subsequent elements to avoid repeating the longest possible substring. The first few terms are 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, &#8230; (Sloane&#8217;s <a class="Hyperlink" href="http://www.research.att.com/%7Enjas/sequences/A006345">A006345</a>). The <a onclick="return mugicPopWin(this,event);" oncontextmenu="mugicRightClick(this);" class="Hyperlink" href="http://mathworld.wolfram.com/SallySequence.html">Sally  sequence</a> gives the length of the run that was avoided. (From Wolfram&#8217;s Mathworld)</p>
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			<media:title type="html">zulu</media:title>
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		<title>Commercial localization in shopping malls using GNURadio</title>
		<link>http://alicebobandeve.wordpress.com/2008/05/28/commercial-localization-in-shopping-malls-using-gnuradio/</link>
		<comments>http://alicebobandeve.wordpress.com/2008/05/28/commercial-localization-in-shopping-malls-using-gnuradio/#comments</comments>
		<pubDate>Wed, 28 May 2008 13:56:24 +0000</pubDate>
		<dc:creator>Suhas Mathur</dc:creator>
				<category><![CDATA[privacy]]></category>
		<category><![CDATA[security]]></category>

		<guid isPermaLink="false">http://alicebobandeve.wordpress.com/?p=17</guid>
		<description><![CDATA[I came across a company named Path Intelligence that is selling equipment to track consumer&#8217;s locations passively using their cellphone signals inside shopping centers, malls, etc. ostensibly for the purpose of tracking consumer behavior. Apparently, their &#8216;equipment&#8217; is centered around the GNUradio platform and uses triangulation based schemes for localization. What is interesting to me [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=alicebobandeve.wordpress.com&amp;blog=3656266&amp;post=17&amp;subd=alicebobandeve&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>I came across a company named <span class="nfakPe">Path</span> <span class="nfakPe">Intelligence</span> that is selling equipment to track consumer&#8217;s locations passively using their cellphone signals inside shopping centers, malls, etc. ostensibly for the purpose of tracking consumer behavior. Apparently, their &#8216;equipment&#8217; is centered around the GNUradio platform and uses triangulation based schemes for localization. What is interesting to me is that:</p>
<p>(1) They manage to use signals from cellphone even when the phone is not in a voice call (There must be some beacons!?)<br />
(2) They manage to simultaneously localize multiple phones.<br />
(3)  The company website claims accuracy of 1-2 meters</p>
<p>It appears that early adopters of their solution are in the UK. A large mall can be covered by 20 of their &#8216;boxes&#8217;.</p>
<p>The Privacy issue:<br />
&#8220;The Information Commissioner&#8217;s Office (ICO) expressed cautious approval of the technology, which does not identify the owner of the phone but rather the handset&#8217;s IMEI code &#8211; a unique number given to every device so that the network can recognise it.&#8221;</p>
<p>So they don&#8217;t just track the pure signal but they also demodulate the IMEI code &#8211; a reverse lookup may reveal IMEI -&gt; Phone number -&gt; identity but would probably require the cooperation of the carrier. Unlike MAC addresses in 802.11 networks, the IMEI cannot be changed as easily. From a privacy perspective, it appears that the IMEI is therefore a really bad thing (it is unencrypted) as it could potentially allow one to be spied upon (location traces, etc etc.) There are various other privacy issues especially when such a technology is put into effect without having shoppers sign disclosure forms. The <a href="http://yro.slashdot.org/article.pl?sid=08/05/18/1838222&amp;from=rss" target="_blank">page on slashdot</a> has many interesting user comments.<br />
Some links are <a href="http://technology.timesonline.co.uk/tol/news/tech_and_web/article3945496.ece">here</a>, <a href="http://www.pathintelligence.com/website-aboutus.htm">here</a> and <a href="http://photos1.blogger.com/photoInclude/blogger/6124/1637/1600/path_intelligence.jpg">here.</a><br />
<a href="http://photos1.blogger.com/photoInclude/blogger/6124/1637/1600/path_intelligence.jpg" target="_blank"></a></p>
<p><a href="http://p10.hostingprod.com/@spyblog.org.uk/blog/2008/05/path-intelligence-footpathtm-a-few-more-details.html">Here</a> is an email from Toby Oliver, the owner and CEO of Path Intelligence explaining the technology in an effort to allay concerns.</p>
<p>Here is a particularly insightful comment from Slashdot that brings out the &#8216;value&#8217; of location information rather than worrying about privacy:<br />
<em><br />
</em></p>
<blockquote><p><em>&#8220;My shop usage data have great financial value (otherwise the shops wouldn&#8217;t pay to install surveillance systems) and the shop&#8217;s surveillance is involuntary &#8211; I am not given a choice whether to allow them track me or not, except if I avoid transmitting wireless signals while near their shop. As the data collection is not voluntary and my shop usage data have financial value, I demand payment from shops using this system. I want a share of my shop usage data&#8217;s financial value.&#8221;</em></p></blockquote>
<p>I think this makes a good case for researching PHY-layer based location privacy. Having simple omni transmitters is equivalent to relinquishing one&#8217;s privacy as well as volunteering usage data for free.</p>
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			<media:title type="html">zulu</media:title>
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		<title>Deanonymizing data</title>
		<link>http://alicebobandeve.wordpress.com/2008/05/16/deanonymizing-data/</link>
		<comments>http://alicebobandeve.wordpress.com/2008/05/16/deanonymizing-data/#comments</comments>
		<pubDate>Fri, 16 May 2008 18:08:20 +0000</pubDate>
		<dc:creator>Suhas Mathur</dc:creator>
				<category><![CDATA[privacy]]></category>
		<category><![CDATA[anonymity]]></category>

		<guid isPermaLink="false">http://alicebobandeve.wordpress.com/?p=16</guid>
		<description><![CDATA[Anonymity is a big deal these days. And it should be, because the proliferation of personal computing devices with multiple radio interfaces places individual privacy in question. Consider the problem of de-anonymizing the Netflix database released for the Netflix prize project. A recent paper from U. Texas showed that the records released as part of [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=alicebobandeve.wordpress.com&amp;blog=3656266&amp;post=16&amp;subd=alicebobandeve&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Anonymity is a big deal these days. And it should be, because the proliferation of personal computing devices with multiple radio interfaces places individual privacy in question. Consider the problem of de-anonymizing the Netflix database released for the Netflix prize project. A recent paper from U. Texas showed that the records released as part of the database were not anonymous at all and given a little bit of side information, allowed easy identification of individual records in a simple way.</p>
<p>It is clear that some information must be removed from a database or a set of trajectories in order to prevent re-identification. But WHAT part of the information to remove is not so clear! I am pretty sure information theory must have something useful to say about this problem. In particular, the Information Bottleneck Method of Tishby et al might be useful place to look for answers. Pending job for the summer.</p>
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			<media:title type="html">zulu</media:title>
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		<title>Wireless Localization &#8211; problems and challenges</title>
		<link>http://alicebobandeve.wordpress.com/2008/05/14/wireless-localization-problems-and-challenges/</link>
		<comments>http://alicebobandeve.wordpress.com/2008/05/14/wireless-localization-problems-and-challenges/#comments</comments>
		<pubDate>Wed, 14 May 2008 21:36:15 +0000</pubDate>
		<dc:creator>Suhas Mathur</dc:creator>
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		<description><![CDATA[Wireless Localization ============= 1. The localization information must be given to the right &#8216;people&#8217; (at the right time) &#8211; this relates to security and privacy issues 2.  It is important to carefully think about the roles and players in any localization system to avoid future engineering blunder in terms of securty, privacy and correct flow [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=alicebobandeve.wordpress.com&amp;blog=3656266&amp;post=15&amp;subd=alicebobandeve&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Wireless Localization<br />
=============</p>
<p>1. The localization information must be given to the right &#8216;people&#8217; (at the right time) &#8211; this relates to security and privacy issues</p>
<p>2.  It is important to carefully think about the roles and players in any localization system to avoid future engineering blunder in terms of securty, privacy and correct flow of informaiton, economic incentives, etc.</p>
<p>3. A number of legal/social isues exist: do the owners of a &#8216;space&#8217; (e.g. a college campus) have the right to know what wireless devices are in that space.</p>
<p>4. These issues are important to consider from an engineering persepcitve even though they may be left to &#8216;lawyers&#8217; later so that we are able to provide &#8216;knobs&#8217; or &#8216;controls&#8217; from an engineering point of view that would allow us to implement flexible functionalities.</p>
<p>5. Players/roles: Users, Network operators, Space owners, Govt. , Application (incl. app. service provider), &#8211;&gt; Who gets what information in important!</p>
<p>6. Key distictions: Algorithm and PHY-layer measurements</p>
<p>7. Collecting training data and updating it from time to time is a big problem &#8212; costly. So if we can come up witha method that avoids this that would be great!</p>
<p>Future challeneges:</p>
<p>8. Defining contracts between the players<br />
9. Leveraging existing communication infrastructure<br />
10. Improving the phy layer &#8211; cheap way to getr better PHY layer informationm (time, angle, RTT, RSSet, etc)<br />
11. Connecting the &#8216;islands&#8217; -&gt; Interfacing different localization technologies/systems</p>
<p>Others:</p>
<p>1. The economics of wireless localization / network localization</p>
<p>2. Bootstrapping localization using non-fixed infrastructure &#8211; i.e. using clients themselves for localizing other clients to get a relative map of locations.</p>
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