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	<title>Oddhead Blog &#187; research</title>
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	<link>http://blog.oddhead.com</link>
	<description>Musings of a computer scientist on predictions, odds, and markets</description>
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		<title>Two upcoming NYC-area CS-econ events: AMMA &amp; NYCE Day</title>
		<link>http://blog.oddhead.com/2011/08/18/nyc-cs-econ-events-amma-nyce/</link>
		<comments>http://blog.oddhead.com/2011/08/18/nyc-cs-econ-events-amma-nyce/#comments</comments>
		<pubDate>Thu, 18 Aug 2011 14:00:15 +0000</pubDate>
		<dc:creator>David Pennock</dc:creator>
				<category><![CDATA[computer science]]></category>
		<category><![CDATA[economics]]></category>
		<category><![CDATA[events]]></category>
		<category><![CDATA[nyc]]></category>
		<category><![CDATA[prediction markets]]></category>
		<category><![CDATA[research]]></category>

		<guid isPermaLink="false">http://blog.oddhead.com/?p=2263</guid>
		<description><![CDATA[The Second Conference on Auctions, Market Mechanisms and Their Applications (AMMA) is next Monday and Tuesday August 22-23, 2011, at CUNY in midtown manhattan. The program, including contributed talks on school choice, prediction markets, advertising, and market design, and invited talks by market designer extraordinaire Peter Cramton and private company stock exchange SecondMarket (where millionaires <a href='http://blog.oddhead.com/2011/08/18/nyc-cs-econ-events-amma-nyce/'>[...]</a>]]></description>
			<content:encoded><![CDATA[<ol>
<li>
The <a href="http://ammaconference.org/">Second Conference on Auctions, Market Mechanisms and Their Applications</a> (AMMA) is next Monday and Tuesday August 22-23, 2011, at CUNY in midtown manhattan. The program, including contributed talks on school choice, prediction markets, advertising, and market design, and invited talks by market designer extraordinaire <a href="http://www.cramton.umd.edu/">Peter Cramton</a> and private company stock exchange <a href="https://www.secondmarket.com/">SecondMarket</a> (where millionaires buy Facebook), look to be excellent. Hope to see you there!
</li>
<li>
The <a href="http://www.nyas.org/NYCE2011">fourth annual New York Computer Science and Economics Day</a> (NYCE Day) is Friday, September 16, 2011, at NYU. <strong>You have until next Friday August 26 to submit a short talk or poster.</strong> The goal of the meeting is to bring together researchers in the larger New York metropolitan area (read: DC-Boston-Chicago) with interests in computer science, economics, marketing, and business, and a common focus in understanding and developing the economics of Internet activity.
</li>
</ol>
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		<title>2011 ACM Conference on Electronic Commerce and fifteen other CS conferences in San Jose</title>
		<link>http://blog.oddhead.com/2011/06/04/ec-2011/</link>
		<comments>http://blog.oddhead.com/2011/06/04/ec-2011/#comments</comments>
		<pubDate>Sat, 04 Jun 2011 16:28:41 +0000</pubDate>
		<dc:creator>David Pennock</dc:creator>
				<category><![CDATA[advertising]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[computer science]]></category>
		<category><![CDATA[economics]]></category>
		<category><![CDATA[events]]></category>
		<category><![CDATA[finance]]></category>
		<category><![CDATA[incentives]]></category>
		<category><![CDATA[prediction markets]]></category>
		<category><![CDATA[probability]]></category>
		<category><![CDATA[publication]]></category>
		<category><![CDATA[research]]></category>

		<guid isPermaLink="false">http://blog.oddhead.com/?p=2243</guid>
		<description><![CDATA[If you&#8217;re in the Bay Area, come join us at the 2011 ACM Conference on Electronic Commerce, June 5-9 in San Jose, CA, one of sixteen conferences that comprise the ACM Federated Computing Research Conference, the closest thing we have to a unified computer research conference. The main EC&#8217;11 conference includes talks on prediction markets, <a href='http://blog.oddhead.com/2011/06/04/ec-2011/'>[...]</a>]]></description>
			<content:encoded><![CDATA[<p>If you&#8217;re in the Bay Area, come join us at the <a href="http://sigecom.org/ec11/">2011 ACM Conference on Electronic Commerce</a>, June 5-9 in San Jose, CA, one of sixteen conferences that comprise the <a href="http://www.acm.org/fcrc/">ACM Federated Computing Research Conference</a>, the closest thing we have to a unified computer research conference.</p>
<p>The <a href="http://www.sigecom.org/ec11/schedule_conference.html">main EC&#8217;11 conference includes talks on</a> prediction markets, crowdsourcing, auctions, game theory, finance, lending, and advertising. The papers span a spectrum from theoretical to applied. If you want evidence of the latter, look no further than the <a href="http://sigecom.org/ec11/">roster of corporate sponsors</a>: eBay, Facebook, Google, Microsoft, and Yahoo!. </p>
<p>There are also a number of interesting <a href="http://www.sigecom.org/ec11/schedule_workshops.html">workshops</a> and <a href="http://www.sigecom.org/ec11/schedule_tutorials.html">tutorials</a> in conjunction with EC&#8217;11 this year, including:</p>
<p><a href="http://www.sigecom.org/ec11/schedule_workshops.html">Workshops</a>:</p>
<ul>
<li>7th Ad Auction Workshop</li>
<li>Workshop on Bayesian Mechanism Design</li>
<li>Workshop on Social Computing and User Generated Content</li>
<li>6th Workshop on Economics of Networks, Systems, and Computation</li>
<li>Workshop on Implementation Theory</li>
</ul>
<p><a href="http://www.sigecom.org/ec11/schedule_tutorials.html">Tutorials</a>:</p>
<ul>
<li>Bayesian Mechanism Design</li>
<li>Conducting Behavioral Research Using Amazon’s Mechanical Turk</li>
<li>Matching and Market Design</li>
<li>Outside Options in Mechanism Design</li>
<li>Measuring Online Advertising Effectiveness</li>
</ul>
<p>The umbrella FCRC conference includes talks by 2011 <a href="http://en.wikipedia.org/wiki/Turing_Award">Turing Award</a> winner Leslie G. Valiant, IBM <a href="http://en.wikipedia.org/wiki/Watson_(computer)">Watson</a> creator David A. Ferrucci, and CMU professor, CAPTCHA <a href="http://hunch.net/">co</a>-inventor, and <a href="http://www.gwap.com/gwap/">Games With a Purpose</a> founder Luis von Ahn.</p>
<p>Hope to see many of you there! </p>
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		<title>Crowdpark: Taking Facebook and now Florida by storm</title>
		<link>http://blog.oddhead.com/2011/05/11/crowdpark-review/</link>
		<comments>http://blog.oddhead.com/2011/05/11/crowdpark-review/#comments</comments>
		<pubDate>Wed, 11 May 2011 21:46:00 +0000</pubDate>
		<dc:creator>David Pennock</dc:creator>
				<category><![CDATA[gambling]]></category>
		<category><![CDATA[games]]></category>
		<category><![CDATA[prediction markets]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[review]]></category>
		<category><![CDATA[startups]]></category>

		<guid isPermaLink="false">http://blog.oddhead.com/?p=2173</guid>
		<description><![CDATA[Crowdpark is an impressive, well-designed prediction market game that’s already attracted 500,000 monthly active users on Facebook, the 11th fastest growing Facebook app in April. It&#8217;s a dynamic betting game with an automated market maker, not unlike Inkling Markets in functionality (or even Predictalot minus the combinatorial aspect). What stands out is the flashy UI, <a href='http://blog.oddhead.com/2011/05/11/crowdpark-review/'>[...]</a>]]></description>
			<content:encoded><![CDATA[<p><a href="http://corporate.crowdpark.com/"><img src="http://blog.oddhead.com/wp-content/uploads/2011/05/crowdpark_logo.png" alt="Crowdpark logo" title="Crowdpark logo" width="272" height="66" class="alignleft size-full wp-image-2184" /></a>Crowdpark is an impressive, well-designed <a href="http://apps.facebook.com/crowdpark-game/">prediction market game</a> that’s already attracted 500,000 monthly active users on Facebook, the <a href="http://www.insidesocialgames.com/2011/04/22/gambling-games-show-some-growth-on-this-weeks-list-of-emerging-facebook-games/">11th fastest growing Facebook app</a> in April.</p>
<p>It&#8217;s a dynamic betting game with an automated market maker, not unlike <a href="http://home.inklingmarkets.com/">Inkling Markets</a> in functionality (or even <a href="http://blog.oddhead.com/2011/03/08/predictalot-v3-march-madness-2011/">Predictalot</a> minus the combinatorial aspect). What stands out is the flashy UI, both literally and figuratively. The look is polished, slick, refreshing, and richly drawn. It&#8217;s also cutesy, animation-happy, and slow to load. Like I said, Flash-y in every way. The game is well integrated into Facebook and nicely incorporates trophies and other social rewards. Clearly a lot of thought and care went into the design: on balance I think it came out great.</p>
<p><a href="http://corporate.crowdpark.com/">Crowdpark</a> is a German company with an <a href="http://www.midasoracle.org/2011/01/24/crowdpark-social-betting/">office in San Francisco</a>. In addition to their Facebook game, they have German and English web versions of their game, and white-label arrangements with gaming companies. They <a href="http://blog.crowdpark.com/en/2010/12/english-welcome-to-crowdpark/">launched in English</a> just last December.</p>
<p>Crowdpark&#8217;s stunning growth contrasts with <a href="http://blog.oddhead.com/2011/04/13/prediction-market-winter/">decidedly more mixed results</a> on this side of the Atlantic. I wonder how much of Crowdpark&#8217;s success can be attributed to their German roots, their product, their marketing, or other factors?</p>
<p>Crowdpark has an automated market maker they call &#8220;dynamic betting&#8221; that I can’t find any technical details about [1]. Here&#8217;s their well-produced video explanation:</p>
<p><iframe width="560" height="349" src="http://www.youtube.com/embed/9M-_Ijzs35A" frameborder="0" allowfullscreen></iframe></p>
<p>They say it&#8217;s &#8220;patent pending&#8221;, though my colleague <a href="http://research.yahoo.com/Mohammad_Mahdian">Mohammad Mahdian</a> did some nice reverse engineering to show that, at least in their Facebook game, they&#8217;re almost certainly using good-old <a href="http://blog.oddhead.com/2006/10/30/implementing-hansons-market-maker/">LMSR</a>. Here is a graph of Crowdpark&#8217;s market maker price curve for a bet priced at 1%:</p>
<p><img src="http://blog.oddhead.com/wp-content/uploads/2011/05/crowdpark-mm-price-curve-1024x584.png" alt="Crowdpark&#039;s automated market maker price curve" title="Crowdpark&#039;s automated market maker price curve" width="725" height="413" class="aligncenter size-large wp-image-2176" /></p>
<p>Here is the raw data and the fit to LMSR with b=20,000.</p>
<table>
<tr>
<td align="right">risk</td>
<td align="right">&nbsp;&nbsp;to win (CP)</td>
<td align="right">&nbsp;&nbsp;to win (LMSR)</td>
</tr>
<tr>
<td align="right">1</td>
<td align="right">91</td>
<td align="right">91.079482</td>
</tr>
<tr>
<td align="right">2</td>
<td align="right">181</td>
<td align="right">181.750593</td>
</tr>
<tr>
<td align="right">5</td>
<td align="right">451</td>
<td align="right">451.350116</td>
</tr>
<tr>
<td align="right">10</td>
<td align="right">892</td>
<td align="right">892.847929</td>
</tr>
<tr>
<td align="right">20</td>
<td align="right">1747</td>
<td align="right">1747.952974</td>
</tr>
<tr>
<td align="right">50</td>
<td align="right">4115</td>
<td align="right">4115.841760</td>
</tr>
<tr>
<td align="right">100</td>
<td align="right">7535</td>
<td align="right">7535.378665</td>
</tr>
<tr>
<td align="right">200</td>
<td align="right">13019</td>
<td align="right">13019.699483</td>
</tr>
<tr>
<td align="right">500</td>
<td align="right">23944</td>
<td align="right">23944.330406</td>
</tr>
<tr>
<td align="right">600</td>
<td align="right">26594</td>
<td align="right">26594.687310</td>
</tr>
<tr>
<td align="right">700</td>
<td align="right">28945</td>
<td align="right">28945.633048</td>
</tr>
<tr>
<td align="right">800</td>
<td align="right">31059</td>
<td align="right">31059.076097</td>
</tr>
<tr>
<td align="right">900</td>
<td align="right">32979</td>
<td align="right">32979.512576</td>
</tr>
<tr>
<td align="right">1000</td>
<td align="right">34740</td>
<td align="right">34740.000000</td>
</tr>
</table>
<p><br/>Still, there&#8217;s a quote <a href="http://www.youtube.com/watch?v=9M-_Ijzs35A&#038;t=0m55s">buried in the video at 0:55</a> that caught my attention: &#8220;you&#8217;re current profit is determined by the fluctuation of the odds&#8221;.</p>
<p>There&#8217;s only one market maker that I know of where the <em>profit</em> fluctuates with the odds, and that&#8217;s my own <a href="http://dpennock.com/papers/mangold-ieee-computer-2005-buzz-game.pdf">dynamic parimutuel market</a>, which by coincidence recently went from patent pending to inventor cube delivered. <img src='http://blog.oddhead.com/wp-includes/images/smilies/icon_smile.gif' alt=':-)' class='wp-smiley' /> </p>
<p><img src="http://blog.oddhead.com/wp-content/uploads/2011/05/dynamic-parimutuel-patent-cube-4-2011.jpg" alt="David Pennock&#039;s dynamic parimutuel market (DPM) patent cube - 4/2011" title="dynamic-parimutuel-patent-cube-4-2011" width="384" height="512" class="alignnone size-full wp-image-2187" /></p>
<p>With every other market maker, indeed almost every prediction market, the profit is fixed at the time of the bet. Add to that the fact that Crowdpark <a href="http://blog.crowdpark.com/en/2011/04/english-crowdpark-enters-into-a-partnership-with-horse-racing-circuit-in-florida/">bought a majority stake in Florida horse racing circuit Saratoga Racing Inc. and plans to operate all bets exclusively through their system</a>, leads me to wonder if they may have some kind of <a href="http://en.wikipedia.org/wiki/Parimutuel_betting">parimutuel</a> variant, the only style of betting that is legal in the US.</p>
<p>Of course, it may be that I simply misinterpreted the video.</p>
<hr/>
<p>[1] The technical <a href="http://corporate.crowdpark.com/about/">exec at Crowdpark</a> seems to be Aleksandar Ivanov. I found a <a href="http://www.crowdworx.de/news/wp-content/uploads/2009/10/using-prediction-markets-in-business-forecasting-pre-print-ivanov-20091.pdf">trade press paper on (internal) prediction markets</a> he wrote in 2009 for the <em>Journal of Business Forecasting</em>.</p>
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		<title>Four free registrations to EC&#8217;11 for students</title>
		<link>http://blog.oddhead.com/2011/05/10/free-registrations-to-ec11-for-students/</link>
		<comments>http://blog.oddhead.com/2011/05/10/free-registrations-to-ec11-for-students/#comments</comments>
		<pubDate>Tue, 10 May 2011 17:23:59 +0000</pubDate>
		<dc:creator>David Pennock</dc:creator>
				<category><![CDATA[computer science]]></category>
		<category><![CDATA[economics]]></category>
		<category><![CDATA[events]]></category>
		<category><![CDATA[research]]></category>

		<guid isPermaLink="false">http://blog.oddhead.com/?p=2166</guid>
		<description><![CDATA[Thanks to a generous donation from Google, we are offering four free registrations for students to attend the 2011 ACM Conference on Electronic Commerce (EC&#8217;11) in San Jose. To apply, please email David Pennock and Yoav Shoham by Wednesday May 11, 2011, with subject &#8220;YourLastName: EC&#8217;11 student registration award application&#8221; and include: Your name, university, <a href='http://blog.oddhead.com/2011/05/10/free-registrations-to-ec11-for-students/'>[...]</a>]]></description>
			<content:encoded><![CDATA[<p>Thanks to a generous donation from Google, we are offering four free registrations for students to attend the <a href=" http://www.sigecom.org/ec11">2011 ACM Conference on Electronic Commerce</a> (EC&#8217;11) in San Jose.</p>
<p>To apply, please email <a href="http://dpennock.com">David Pennock</a> and <a href="http://ai.stanford.edu/~shoham/">Yoav Shoham</a> by Wednesday May 11, 2011, with subject &#8220;YourLastName: EC&#8217;11 student registration award application&#8221; and include:</p>
<ol>
<li>Your name, university, personal homepage, and current student status (e.g., 2nd year Ph.D. student)</li>
<li>Whether you are a member of ACM SIGecom</li>
<li>Any papers at EC&#8217;11 for which you are an author or co-author</li>
<li>Any papers at an EC&#8217;11 affiliated workshop (or under review) for which you are an author or co-author</li>
<li>Please also arrange for your academic advisor to email verification of your student status in good standing to the same two email addresses with your last name in the subject.</li>
</ol>
<p>Applications must be submitted by Wednesday May 11, 2011. We will award the four free registrations by Friday May 13, prior to the early registration deadline of May 16.</p>
<p>thanks,<br />
David Pennock, Chair ACM SIGecom<br />
Yoav Shoham, General Chair, EC&#8217;11</p>
<p>P.S. This was announced on April 14 on the mailing list for the <a href="http://www.sigecom.org/">ACM Special Interest Group on Electronic Commerce (SIGecom)</a>. If you missed it, you should <a href="http://campus.acm.org/public/qj/QuickJoin/interim.cfm">join</a>! <img src='http://blog.oddhead.com/wp-includes/images/smilies/icon_smile.gif' alt=':-)' class='wp-smiley' /> </p>
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		<title>CFP: Auctions, Market Mechanisms, and their Applications</title>
		<link>http://blog.oddhead.com/2011/04/17/cfp-amma/</link>
		<comments>http://blog.oddhead.com/2011/04/17/cfp-amma/#comments</comments>
		<pubDate>Sun, 17 Apr 2011 13:19:15 +0000</pubDate>
		<dc:creator>David Pennock</dc:creator>
				<category><![CDATA[computer science]]></category>
		<category><![CDATA[economics]]></category>
		<category><![CDATA[events]]></category>
		<category><![CDATA[prediction markets]]></category>
		<category><![CDATA[publication]]></category>
		<category><![CDATA[research]]></category>

		<guid isPermaLink="false">http://blog.oddhead.com/?p=2084</guid>
		<description><![CDATA[From Peter Coles: There is [less than] one week left to submit papers to AMMA, [The Second Conference on Auctions, Market Mechanisms and Their Applications], a market design conference that will be held in NYC this August. The conference brings together economists, computer scientists and practitioners who are interested in the use of market mechanisms <a href='http://blog.oddhead.com/2011/04/17/cfp-amma/'>[...]</a>]]></description>
			<content:encoded><![CDATA[<p>From <a href="http://drfd.hbs.edu/fit/public/facultyInfo.do?facInfo=ovr&#038;facId=337272">Peter Coles</a>:</p>
<blockquote><p>
There is [less than] one week left to submit papers to <a href="http://www.ammaconference.org/">AMMA, [The Second Conference on Auctions, Market Mechanisms and Their Applications]</a>, a market design conference that will be held in NYC this August.  The conference brings together economists, computer scientists and practitioners who are interested in the use of market mechanisms to solve problems.
</p></blockquote>
<p>The best way to decide whether to submit to a conference you haven&#8217;t heard of is to look at the <a href="http://www.ammaconference.org/orgncomm.shtml#2">organizers</a> and <a href="http://www.ammaconference.org/tpc.shtml">program committee</a>. In this case, they&#8217;re superb.</p>
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		<title>Predictopus in the Times of India</title>
		<link>http://blog.oddhead.com/2011/03/30/predictopus-in-times-of-india/</link>
		<comments>http://blog.oddhead.com/2011/03/30/predictopus-in-times-of-india/#comments</comments>
		<pubDate>Thu, 31 Mar 2011 01:46:37 +0000</pubDate>
		<dc:creator>David Pennock</dc:creator>
				<category><![CDATA[computer science]]></category>
		<category><![CDATA[economics]]></category>
		<category><![CDATA[events]]></category>
		<category><![CDATA[fun]]></category>
		<category><![CDATA[gambling]]></category>
		<category><![CDATA[games]]></category>
		<category><![CDATA[prediction markets]]></category>
		<category><![CDATA[probability]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[yahoo]]></category>

		<guid isPermaLink="false">http://blog.oddhead.com/?p=1918</guid>
		<description><![CDATA[Today, Yahoo! placed two full-page ads on the back cover of the Times of India, the largest English-language daily in the world, to promote Yahoo! Cricket, a site that reaches 13.4 percent of everyone online in India and serves as the official website of the ICC Cricket World Cup. Take a look at the middle <a href='http://blog.oddhead.com/2011/03/30/predictopus-in-times-of-india/'>[...]</a>]]></description>
			<content:encoded><![CDATA[<p>Today, Yahoo! placed two full-page ads on the back cover of the <a href="http://timesofindia.indiatimes.com/">Times of India</a>, the <a href="http://en.wikipedia.org/wiki/The_Times_of_India">largest English-language daily in the world</a>, to promote <a href="http://cricket.yahoo.com/">Yahoo! Cricket</a>, a site that reaches <a href="http://www.rttnews.com/Content/BreakingNews.aspx?Node=B1&#038;Id=1584586">13.4 percent of everyone online in India</a> and serves as the official website of the <a href="http://en.wikipedia.org/wiki/2011_Cricket_World_Cup">ICC Cricket World Cup</a>.</p>
<p>Take a look at the middle right of the second page: it says &#8220;Play exciting games and win big&#8221; and features&#8230; <a href="http://bit.ly/predopus">Predictopus</a>! That&#8217;s the Indian spinoff of <a href="http://predictalot.yahoo.com">Predictalot</a>, the combinatorial prediction game I helped invent.</p>
<p><a href="http://www.pressdisplay.com/pressdisplay/showlink.aspx?bookmarkid=AGA3V9QGJJR&#038;linkid=7d1ef43a-49a4-4ff8-a76d-ccc1b3069227&#038;pdaffid=IMrrRhSpzYogMVVXbrfgTA%3d%3d"><img align="left" src="http://blog.oddhead.com/wp-content/uploads/2011/03/predictopus-in-full-page-yahoo-cricket-ad-times-of-india-p31-3-30-2011-small.png" alt="Page 1 of two full-page Yahoo! Cricket ads in the Times of India, p. 31, 2011/03/30" title="predictopus-in-full-page-yahoo-cricket-ad-times-of-india-p31-3-30-2011-small" width="350" height="559" /></a><a href="http://www.pressdisplay.com/pressdisplay/showlink.aspx?bookmarkid=82RUKFV48T2&#038;linkid=a4f23820-f50d-45fe-9efb-893c3816b803&#038;pdaffid=IMrrRhSpzYogMVVXbrfgTA%3d%3d"><img src="http://blog.oddhead.com/wp-content/uploads/2011/03/predictopus-in-full-page-yahoo-cricket-ad-times-of-india-p32-3-30-2011-small.png" alt="Predictopus on Page 2 of two full-page Yahoo! Cricket ads in the Times of India, p. 32, 2011/03/30" title="predictopus-in-full-page-yahoo-cricket-ad-times-of-india-p32-3-30-2011-small" width="350" height="560" /></a></p>
<p>Predictopus has nearly 70,000 users and counting, and this ad certainly won&#8217;t hurt.</p>
<p>Yahoo!!!</p>
<p>BTW, I grabbed these images from an amazing site called <a href="http://affiliate.pressdisplay.com/services/affclicktrack.ashx?pdaff_id=IMrrRhSpzYogMVVXbrfgTA%3d%3d&#038;channel=&#038;destination=direct&#038;target=http%3A//www.pressdisplay.com/pressdisplay/showpage.aspx%3Fpage%3DHomePage">Press Display</a>, which I discovered via the New York Public Library.</p>
<p><a href="http://www.pressdisplay.com/pressdisplay/showlink.aspx?bookmarkid=AGA3V9QGJJR&#038;linkid=7d1ef43a-49a4-4ff8-a76d-ccc1b3069227&#038;pdaffid=IMrrRhSpzYogMVVXbrfgTA%3d%3d"><font size="+1"><strong>Times of India Mumbai edition</strong></font></a><br /><font size="-1"><em>30 Mar 2011</em></font><br /><a href="http://www.pressdisplay.com/pressdisplay/showlink.aspx?bookmarkid=AGA3V9QGJJR&#038;linkid=7d1ef43a-49a4-4ff8-a76d-ccc1b3069227&#038;pdaffid=IMrrRhSpzYogMVVXbrfgTA%3d%3d"><img style="FLOAT: left; MARGIN: 0px 5px 0px 0px" src="http://cache-thumb1.pressdisplay.com/pressdisplay/docserver/getimage.aspx?file=10662011033000000000001001&#038;page=30&#038;scale=22" /><img style="FLOAT: left; MARGIN: 0px 5px 0px 0px" src="http://cache-thumb1.pressdisplay.com/pressdisplay/docserver/getimage.aspx?file=10662011033000000000001001&#038;page=31&#038;scale=22"/></a><br clear="all"/></p>
<p><a href="http://www.pressdisplay.com/pressdisplay/showlink.aspx?bookmarkid=82RUKFV48T2&#038;linkid=a4f23820-f50d-45fe-9efb-893c3816b803&#038;pdaffid=IMrrRhSpzYogMVVXbrfgTA%3d%3d"><font size="+1"><strong>Times of India Mumbai edition</strong></font></a><br /><font size="-1"><em>30 Mar 2011</em></font><br /><a href="http://www.pressdisplay.com/pressdisplay/showlink.aspx?bookmarkid=82RUKFV48T2&#038;linkid=a4f23820-f50d-45fe-9efb-893c3816b803&#038;pdaffid=IMrrRhSpzYogMVVXbrfgTA%3d%3d"><img style="FLOAT: left; MARGIN: 0px 5px 0px 0px" src="http://cache-thumb1.pressdisplay.com/pressdisplay/docserver/getimage.aspx?file=10662011033000000000001001&#038;page=32&#038;scale=22" /></a><br clear="all"/></p>
<p>Also, <a href="http://cricket.yahoo.com/cricket/news/article?id=item/2.0/-/story/cricket.yahoonews.com/india-maintain-wc-domination-over-pak-enter-final-20110330/">congrats India</a>, and thanks! I nearly doubled my virtual bet with the victory:</p>
<p><img src="http://blog.oddhead.com/wp-content/uploads/2011/03/predictopus-india-further-than-pakistan-3-2011.png" alt="Dave&#039;s Predictopus prediction: India will advance further than Pakistan, 3/2011" title="predictopus-india-further-than-pakistan-3-2011" width="551" height="56" class="aligncenter size-full wp-image-1961" /></p>
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		<title>Workshops @ACM Electronic Commerce: Ad Auctions, Social Computing, June 5, 2011</title>
		<link>http://blog.oddhead.com/2011/03/28/acm-ec-2011-workshops/</link>
		<comments>http://blog.oddhead.com/2011/03/28/acm-ec-2011-workshops/#comments</comments>
		<pubDate>Mon, 28 Mar 2011 22:57:34 +0000</pubDate>
		<dc:creator>David Pennock</dc:creator>
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		<description><![CDATA[The 2011 ACM Conference on Electronic Commerce will be held June 5-9 in San Jose as part of the ACM Federated Computing Research Conference. FCRC is a collection of seventeen computer science conferences with joint plenary speakers, this year featuring David A. Ferrucci, head of IBM&#8217;s Watson project, CMU professor and GWAP founder Luis von <a href='http://blog.oddhead.com/2011/03/28/acm-ec-2011-workshops/'>[...]</a>]]></description>
			<content:encoded><![CDATA[<p>The <a href="http://www.sigecom.org/ec11/">2011 ACM Conference on Electronic Commerce</a> will be held June 5-9 in San Jose as part of the <a href="http://www.acm.org/fcrc/">ACM Federated Computing Research Conference</a>. FCRC is a collection of seventeen computer science conferences with joint <a href="http://www.acm.org/fcrc/plenary_2011.html">plenary speakers</a>, this year featuring David A. Ferrucci, head of IBM&#8217;s <a href="http://www.nytimes.com/2011/02/17/science/17jeopardy-watson.html">Watson project</a>, CMU professor and <a href="http://www.gwap.com/gwap/">GWAP</a> founder Luis von Ahn, and <a href="http://www.acm.org/press-room/news-releases/2011/turing-award-10">2011 Turing Award winner Leslie Valiant</a>. I&#8217;d love to someday see a true unified computer science conference in the style of the <a href="http://www.ams.org/meetings/national/national-index">math</a> or <a href="http://www.aeaweb.org/Annual_Meeting/index.php">economics</a> national meetings. Barring that, FCRC is the next-best thing. I hope more conferences will join. </p>
<p>The EC&#8217;11 <a href="http://www.sigecom.org/ec11/accepted_papers.html">list of accepted papers</a> is out and the program looks great (including six papers from Yahoo! authors). And it&#8217;s not too late to submit a paper to one of the <a href="http://www.sigecom.org/ec11/schedule_workshops.html">associated workshops</a>. Two of particular interest, <strong>both on June 5, 2011</strong>, are:</p>
<h3><a href="http://yiling.seas.harvard.edu/sc2011/index.html">Workshop on Social Computing and User Generated Content</a></h3>
<blockquote><p>
The workshop will bring together researchers and practitioners from a variety of relevant fields, including economics, computer science, and social psychology, in both academia and industry, to discuss the state of the art today, and the challenges and prospects for tomorrow in the field of social computing and user generated content.</p>
<p>Social computing systems are now ubiquitous on the web&#8211; Wikipedia is perhaps the most well-known peer production system, and there are many platforms for crowdsourcing tasks to online users, including Games with a Purpose, Amazon&#8217;s Mechanical Turk, the TopCoder competitions for software development, and many online Q&#038;A forums such as Yahoo! Answers. Meanwhile, the user-created product reviews on Amazon generate value to other users looking to buy or choose amongst products, while Yelp&#8217;s value comes from user reviews about listed services&#8230;</p>
<p><strong>SUBMISSIONS DUE April 15, 2011</strong>, 5pm EDT
</p></blockquote>
<h3><a href="http://sites.google.com/site/adauctions2011/">Seventh Ad Auctions Workshop</a></h3>
<blockquote><p>
In the past decade we&#8217;ve seen a rapid trend toward automation in advertising, not only in how ads are delivered and measured, but also in how ads are sold&#8230; The rapid emergence of new modes for selling and delivering ads is fertile ground for research from both economic and computational perspectives&#8230;</p>
<p>We solicit contributions of two types: (1) research contributions, and (2) position statements&#8230; </p>
<p><strong>Submission deadline: April 15th, 2011</strong> (midnight Hawaii Time)
</p></blockquote>
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		<title>We&#8217;re baaack: Predictalot is here for March Madness 2011</title>
		<link>http://blog.oddhead.com/2011/03/08/predictalot-v3-march-madness-2011/</link>
		<comments>http://blog.oddhead.com/2011/03/08/predictalot-v3-march-madness-2011/#comments</comments>
		<pubDate>Tue, 08 Mar 2011 14:45:10 +0000</pubDate>
		<dc:creator>David Pennock</dc:creator>
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		<description><![CDATA[March Madness is upon us and Predictalot, the crazy game that I and others at Yahoo! Labs invented, is live again and taking your (virtual) bets. Filling out brackets is so 2009. On Predictalot, you can compose your own wild prediction, like there will be exactly seven upsets in the opening round, or neither Duke, <a href='http://blog.oddhead.com/2011/03/08/predictalot-v3-march-madness-2011/'>[...]</a>]]></description>
			<content:encoded><![CDATA[<p>March Madness is upon us and <a href="http://predictalot.yahoo.com/fod">Predictalot</a>, the crazy game that I and others at Yahoo! Labs invented, is <a href="http://predictalot.yahoo.com/fod">live again and taking your (virtual) bets</a>. Filling out brackets is so 2009. On Predictalot, you can compose your own wild prediction, like <em>there will be exactly seven upsets in the opening round</em>, or <em>neither Duke, Kentucky, Kansas, nor Pittsburgh will make the Final Four</em>. You&#8217;ll want your laptop out and ready as you watch the games &#8212; you can buy and sell your predictions anytime, like stocks, as the on-court action moves for or against you.</p>
<p>Predictalot v0.3 is easier to play. We whittled down the &#8216;Make Prediction&#8217; process from four steps to just two. Even if you don&#8217;t want to wager, with one click come check out the projected odds of nearly any crazy eventuality you can dream up.</p>
<p><strong>Please connect to facebook and/or twitter to share your prediction prowess with your friends and followers. You&#8217;ll earn bonus points and my eternal gratitude.</strong></p>
<p>The odds start off at our own prior estimate based on seeds and (new this year) the current scores of ongoing games, but ultimately settle to values set by &#8220;the crowd&#8221; &#8212; that means you &#8212; as predictions are bought and sold.</p>
<p><a href="http://predictalot.yahoo.com/fod"><img src="http://blog.oddhead.com/wp-content/uploads/2011/03/predictalot-v3-overview-screenshot.png" alt="Yahoo! Labs Predictalot version 0.3 overview tab screenshot" title="predictalot-v3-overview-screenshot" width="768" height="431" class="aligncenter size-full wp-image-1890" /></a></p>
<p>For the math geeks, Predictalot is a <a href="http://bit.ly/combopm">combinatorial prediction market</a> with over 9 quintillion outcomes. Prices are computed using an importance sampling approximation of a #P-hard problem.</p>
<p>What kind of information can we collect that a standard prediction market cannot? A standard market will say that Texas A&#038;M is unlikely to win the tournament. Our market can say more. Yes, A&#038;M is unlikely to reach the Final Four and even more unlikely to win <em>apriori</em>, but given that they somehow make it to the semifinals in Houston, less than a two hour drive from A&#038;M&#8217;s campus, their relative odds may increase due to a home court advantage.</p>
<p>Here&#8217;s another advantage of the combinatorial setup. A standard bookmaker would never dare to offer the same millions of bets as Predictalot &#8212; they would face nearly unlimited possible losses because, by tradition, each bet is managed independently. By combining every bet into a single unified marketplace, we are able to limit the worst-case (virtual) loss of our market maker to a known fixed constant.</p>
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		<title>Yahoo! Key Scientific Challenges: Applications due March 11</title>
		<link>http://blog.oddhead.com/2011/03/01/yahoo-key-scientific-challenges-2011/</link>
		<comments>http://blog.oddhead.com/2011/03/01/yahoo-key-scientific-challenges-2011/#comments</comments>
		<pubDate>Tue, 01 Mar 2011 18:19:17 +0000</pubDate>
		<dc:creator>David Pennock</dc:creator>
				<category><![CDATA[artificial intelligence]]></category>
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		<guid isPermaLink="false">http://blog.oddhead.com/?p=1878</guid>
		<description><![CDATA[Applications for Yahoo!’s third annual Key Scientific Challenges Program are due March 11. Our goal is to support students working in areas we feel represent the future of the Internet. If you&#8217;re a Ph.D. student working in one of the areas below, please apply! We are thrilled to announce Yahoo!’s third annual Key Scientific Challenges <a href='http://blog.oddhead.com/2011/03/01/yahoo-key-scientific-challenges-2011/'>[...]</a>]]></description>
			<content:encoded><![CDATA[<p>Applications for Yahoo!’s third annual <a href="http://labs.yahoo.com/ksc">Key Scientific Challenges Program</a> are due March 11. Our goal is to support students working in areas we feel represent the future of the Internet. If you&#8217;re a Ph.D. student working in one of the areas below, please apply!</p>
<blockquote cite="http://labs.yahoo.com/ksc"><p>
We are thrilled to announce Yahoo!’s third annual Key Scientific Challenges Program. This is your chance to get an inside look at &#8212; and help tackle &#8212; the big challenges that Yahoo! and the entire Internet industry are facing today. As part of the Key Scientific Challenges Program you’ll gain access to Yahoo!’s world-class scientists, some of the richest and largest data repositories in the world, and have the potential to make a huge impact on the future of the Internet while driving your research forward.</p>
<p>THE CHALLENGES AREAS INCLUDE:</p>
<p>-          Search Experiences<br />
-          Machine Learning<br />
-          Data Management<br />
-          Information Extraction<br />
-          Economics<br />
-          Statistics<br />
-          Multimedia<br />
-          Computational Advertising<br />
-          Social Sciences<br />
-          Green Computing<br />
-          Security<br />
-          Privacy</p>
<p>KEY SCIENTIFIC CHALLENGES AWARD RECIPIENTS RECEIVE:</p>
<p>-          $5,000 unrestricted research seed funding which can be used for conference fees and travel, lab materials, professional society membership dues, etc.</p>
<p>-          Access to select Yahoo! datasets</p>
<p>-          The unique opportunity to collaborate with our industry-leading scientists</p>
<p>-          An invitation to this summer’s exclusive Key Scientific Challenges Graduate Student Summit where you’ll join the top minds in academia and industry to present your work, discuss research trends and jointly develop revolutionary approaches to fundamental problems</p>
<p>CRITERIA: To be eligible, you must be currently enrolled in a PhD program at any accredited institution.</p>
<p><strong>We’re accepting applications from January 24th – March 11th, 2011</strong> and winners will be announced by mid April 2011.</p>
<p>To learn more about the program and how to apply, visit <a href="http://labs.yahoo.com/ksc">http://labs.yahoo.com/ksc</a>.
</p></blockquote>
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		<title>International Conference on Prediction and Information Markets: Who&#8217;s going?</title>
		<link>http://blog.oddhead.com/2011/02/21/conference-on-prediction-and-information-markets/</link>
		<comments>http://blog.oddhead.com/2011/02/21/conference-on-prediction-and-information-markets/#comments</comments>
		<pubDate>Mon, 21 Feb 2011 14:55:42 +0000</pubDate>
		<dc:creator>David Pennock</dc:creator>
				<category><![CDATA[events]]></category>
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		<description><![CDATA[Abstracts are due today for the Third International Conference on Prediction and Information Markets. It will be held in Nottingham, England April 3-5 along with two related conferences: the International Conference on Gambling Studies and the International Conference on Money, Investment and Risk. (Abstracts also due today for both of these conferences.) I&#8217;ve been considering <a href='http://blog.oddhead.com/2011/02/21/conference-on-prediction-and-information-markets/'>[...]</a>]]></description>
			<content:encoded><![CDATA[<p>Abstracts are due today for the <a href="http://www.ntu.ac.uk/nbs/news_events/events/96318.html">Third International Conference on Prediction and Information Markets</a>. It will be held in Nottingham, England April 3-5 <a href="http://www.ntu.ac.uk/nbs/news_events/events/index.html">along with two related conferences</a>: the International Conference on Gambling Studies and the International Conference on Money, Investment and Risk. (Abstracts also due today for both of these conferences.) </p>
<p>I&#8217;ve been considering submitting some thing(s): I&#8217;m curious if anyone else is planning to submit or attend?</p>
<blockquote cite="http://www.ntu.ac.uk/nbs/news_events/events/96318.html"><p>
Date: 3 &#8211; 5 April 2011<br />
Event: Third International Conference on Prediction and Information Markets<br />
Location: Nottingham Conference Centre<br />
Organiser: Nottingham Business School</p>
<p>Details:</p>
<p>The Third International Conference on Prediction and Information Markets will be held in association with Economic Issues and the Journal of Prediction Markets.</p>
<p>Prediction / information markets offer a way of harnessing the wisdom of crowds. They have been used to aggregate information in order to provide forecasts of a wide range of events&#8230;</p>
<p>In recent years, a number of companies have employed these markets as a means of aggregating the information dispersed widely among their employees and customers&#8230;</p>
<p>Call for papers and presentations<br />
<strong>Please send an abstract (maximum of 200 words) to Professor Leighton Vaughan Williams by email, by the closing date for receipt of abstracts of Monday 21 February 2011.  Confirmation of receipt of abstracts will be sent within a maximum of five working days.</strong>
</p></blockquote>
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