<?xml version='1.0' encoding='UTF-8'?><?xml-stylesheet href="http://www.blogger.com/styles/atom.css" type="text/css"?><feed xmlns='http://www.w3.org/2005/Atom' xmlns:openSearch='http://a9.com/-/spec/opensearchrss/1.0/' xmlns:georss='http://www.georss.org/georss' xmlns:gd='http://schemas.google.com/g/2005' xmlns:thr='http://purl.org/syndication/thread/1.0'><id>tag:blogger.com,1999:blog-3688674955493022949</id><updated>2011-07-08T05:41:26.398-04:00</updated><title type='text'>UMBC CMSC 671 Fall 2009</title><subtitle type='html'>Artificial Intelligence</subtitle><link rel='http://schemas.google.com/g/2005#feed' type='application/atom+xml' href='http://umbccmsc671f09.blogspot.com/feeds/posts/default'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/3688674955493022949/posts/default?max-results=100'/><link rel='alternate' type='text/html' href='http://umbccmsc671f09.blogspot.com/'/><link rel='hub' href='http://pubsubhubbub.appspot.com/'/><author><name>Tim Finin</name><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='27' height='32' src='http://bp1.blogger.com/_sNtTniRDkUc/R64C4yjOzNI/AAAAAAAAAAM/lHh9ONHnDiQ/S220/finin.12.2005.jpg'/></author><generator version='7.00' uri='http://www.blogger.com'>Blogger</generator><openSearch:totalResults>4</openSearch:totalResults><openSearch:startIndex>1</openSearch:startIndex><openSearch:itemsPerPage>100</openSearch:itemsPerPage><entry><id>tag:blogger.com,1999:blog-3688674955493022949.post-7858162359244912313</id><published>2009-09-21T17:19:00.001-04:00</published><updated>2009-09-21T17:19:39.476-04:00</updated><title type='text'>$1M Netflix Prize goes to BellKor's Pragmatic Chaos</title><content type='html'>Netflix announced today that &lt;a href="http://www.netflixprize.com//community/viewtopic.php?id=1537"&gt;BellKor's Pragmatic Chaos&lt;/a&gt; team was awarded the $1M Netflix Grand Prize.

&lt;blockquote&gt;"It is our great honor to announce the $1M Grand Prize winner of the Netflix Prize contest as team BellKor’s Pragmatic Chaos for their verified submission on July 26, 2009 at 18:18:28 UTC, achieving the winning RMSE of 0.8567 on the test subset.  This represents a 10.06% improvement over Cinematch’s score on the test subset at the start of the contest. We congratulate the team of Bob Bell, Martin Chabbert, Michael Jahrer, Yehuda Koren, Martin Piotte, Andreas Töscher and Chris Volinsky for their superb work advancing and integrating many significant techniques to achieve this result."&lt;/blockquote&gt;

Netflix announced that it will hold a new Netflix Prize 2 contest with details to be released.

What about the Ensemble's last-minute entry, the one that seemed to top BellKor's?
&lt;blockquote&gt;"Team BellKor’s Pragmatic Chaos edged out team The Ensemble with the winning submission coming just 24 minutes before the conclusion of the nearly three-year-long contest.  Historically the Leaderboard has only reported team scores on the quiz subset. The Prize is awarded based on teams' test subset score. Now that the contest is closed we will be updating the Leaderboard to report team scores on both the test and quiz subsets."
&lt;/blockquote&gt;

As part of the final submission, teams were required to submit papers describing the approach.  Here are the three that the winning team delivered.
&lt;ul&gt;

&lt;li&gt; Y. Koren, &lt;a href="http://www.netflixprize.com/assets/GrandPrize2009_BPC_BellKor.pdf"&gt;The BellKor Solution to the Netflix Grand Prize&lt;/a&gt;&lt;/li&gt;
&lt;li&gt; A. Töscher, M. Jahrer, R. Bell, &lt;a href="http://www.netflixprize.com/assets/GrandPrize2009_BPC_BigChaos.pdf"&gt;The BigChaos Solution to the Netflix Grand Prize&lt;/a&gt;&lt;/li&gt;
&lt;li&gt; M. Piotte, M. Chabbert, &lt;a href="http://www.netflixprize.com/assets/GrandPrize2009_BPC_PragmaticTheory.pdf"&gt;The Pragmatic Theory solution to the Netflix Grand Prize&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

The New York Times Bits blog also has an article, &lt;a href="http://bits.blogs.nytimes.com/2009/09/21/netflix-awards-1-million-prize-and-starts-a-new-contest/"&gt;Netflix Awards $1 Million Prize and Starts a New Contest&lt;/a&gt;.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/3688674955493022949-7858162359244912313?l=umbccmsc671f09.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://umbccmsc671f09.blogspot.com/feeds/7858162359244912313/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://umbccmsc671f09.blogspot.com/2009/09/1m-netflix-prize-goes-to-bellkors.html#comment-form' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/3688674955493022949/posts/default/7858162359244912313'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/3688674955493022949/posts/default/7858162359244912313'/><link rel='alternate' type='text/html' href='http://umbccmsc671f09.blogspot.com/2009/09/1m-netflix-prize-goes-to-bellkors.html' title='$1M Netflix Prize goes to BellKor&apos;s Pragmatic Chaos'/><author><name>Tim Finin</name><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='27' height='32' src='http://bp1.blogger.com/_sNtTniRDkUc/R64C4yjOzNI/AAAAAAAAAAM/lHh9ONHnDiQ/S220/finin.12.2005.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-3688674955493022949.post-6633393166136620295</id><published>2009-09-04T15:45:00.002-04:00</published><updated>2009-09-04T15:54:39.338-04:00</updated><title type='text'>Make sure you  are on the mailing list</title><content type='html'>Please make sure you are subscribed to the &lt;a href="http://groups.google.com/group/CMSC671-f09?hl=en"&gt;671 mailing list&lt;/a&gt;, even if you are still on the waiting list.  It looks to me like seven people have not yet signed up.  Click on the link above and subscribe if you think you are one of those seven.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/3688674955493022949-6633393166136620295?l=umbccmsc671f09.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://umbccmsc671f09.blogspot.com/feeds/6633393166136620295/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://umbccmsc671f09.blogspot.com/2009/09/make-sure-you-are-on-mailing-list.html#comment-form' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/3688674955493022949/posts/default/6633393166136620295'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/3688674955493022949/posts/default/6633393166136620295'/><link rel='alternate' type='text/html' href='http://umbccmsc671f09.blogspot.com/2009/09/make-sure-you-are-on-mailing-list.html' title='Make sure you  are on the mailing list'/><author><name>Tim Finin</name><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='27' height='32' src='http://bp1.blogger.com/_sNtTniRDkUc/R64C4yjOzNI/AAAAAAAAAAM/lHh9ONHnDiQ/S220/finin.12.2005.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-3688674955493022949.post-1355815531893181394</id><published>2009-09-02T16:35:00.001-04:00</published><updated>2009-09-02T16:37:28.193-04:00</updated><title type='text'>HW1</title><content type='html'>The &lt;a href="http://www.csee.umbc.edu/671/current/hw/hw1/"&gt;first homework&lt;/a&gt; is available and due in class on Monday September 14.  I may adjust some of the links to sample eliza-like systems.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/3688674955493022949-1355815531893181394?l=umbccmsc671f09.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://umbccmsc671f09.blogspot.com/feeds/1355815531893181394/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://umbccmsc671f09.blogspot.com/2009/09/hw1.html#comment-form' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/3688674955493022949/posts/default/1355815531893181394'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/3688674955493022949/posts/default/1355815531893181394'/><link rel='alternate' type='text/html' href='http://umbccmsc671f09.blogspot.com/2009/09/hw1.html' title='HW1'/><author><name>Tim Finin</name><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='27' height='32' src='http://bp1.blogger.com/_sNtTniRDkUc/R64C4yjOzNI/AAAAAAAAAAM/lHh9ONHnDiQ/S220/finin.12.2005.jpg'/></author><thr:total>0</thr:total></entry><entry><id>tag:blogger.com,1999:blog-3688674955493022949.post-7949355264951441842</id><published>2009-09-02T16:03:00.001-04:00</published><updated>2009-09-02T16:03:56.512-04:00</updated><title type='text'>UMBC 671 blog</title><content type='html'>We'll use this blog for general announcements for UMBC CMSC 671.  So, what will go hear as opposed to messages sent to the &lt;a href="http://groups.google.com/group/CMSC671-f09"&gt;671 mailing list&lt;/a&gt;?  Good question! We will probably use it for announcements and news that we don't want to get lost in the email traffic.  So watch both this blog and the mailing list.  I'll add a feed widget to the &lt;a href="http://www.csee.umbc.edu/671/fall09/"&gt;671 web page&lt;/a&gt; to make it easier to notice new posts.&lt;div class="blogger-post-footer"&gt;&lt;img width='1' height='1' src='https://blogger.googleusercontent.com/tracker/3688674955493022949-7949355264951441842?l=umbccmsc671f09.blogspot.com' alt='' /&gt;&lt;/div&gt;</content><link rel='replies' type='application/atom+xml' href='http://umbccmsc671f09.blogspot.com/feeds/7949355264951441842/comments/default' title='Post Comments'/><link rel='replies' type='text/html' href='http://umbccmsc671f09.blogspot.com/2009/09/umbc-671-blog.html#comment-form' title='0 Comments'/><link rel='edit' type='application/atom+xml' href='http://www.blogger.com/feeds/3688674955493022949/posts/default/7949355264951441842'/><link rel='self' type='application/atom+xml' href='http://www.blogger.com/feeds/3688674955493022949/posts/default/7949355264951441842'/><link rel='alternate' type='text/html' href='http://umbccmsc671f09.blogspot.com/2009/09/umbc-671-blog.html' title='UMBC 671 blog'/><author><name>Tim Finin</name><email>noreply@blogger.com</email><gd:image rel='http://schemas.google.com/g/2005#thumbnail' width='27' height='32' src='http://bp1.blogger.com/_sNtTniRDkUc/R64C4yjOzNI/AAAAAAAAAAM/lHh9ONHnDiQ/S220/finin.12.2005.jpg'/></author><thr:total>0</thr:total></entry></feed>
