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               with text</title><link>http://www.bibsonomy.org/bibtex/26e72a18ed2b4c950397ad9dc44ec59e7/cscholz</link><dc:creator>cscholz</dc:creator><dc:date>2010-05-31T14:24:49+02:00</dc:date><dc:subject>clustering kdd networks social text </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Chang&#034;&gt;Jonathan Chang&lt;/a&gt;, &lt;a href=&#034;/author/Boyd-Graber&#034;&gt;Jordan L. Boyd-Graber&lt;/a&gt;,  and &lt;a href=&#034;/author/Blei&#034;&gt;David M. Blei&lt;/a&gt; &lt;/span&gt;&lt;em&gt;KDD, &lt;/em&gt;&lt;em&gt;page 169-178. &lt;/em&gt;(&lt;em&gt;2009&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/clustering"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/kdd"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/networks"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/social"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/text"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/26e72a18ed2b4c950397ad9dc44ec59e7/cscholz"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/26e72a18ed2b4c950397ad9dc44ec59e7/cscholz"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><swrc:date>Mon May 31 14:24:49 CEST 2010</swrc:date><swrc:booktitle>KDD</swrc:booktitle><swrc:crossref>DBLP:conf/kdd/2009</swrc:crossref><swrc:pages>169-178</swrc:pages><swrc:title>Connections between the lines: augmenting social networks
               with text</swrc:title><swrc:year>2009</swrc:year><swrc:keywords>clustering kdd networks social text </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://doi.acm.org/10.1145/1557019.1557044" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="DBLP, http://dblp.uni-trier.de" swrc:key="bibsource"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Jonathan Chang"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Jordan L. Boyd-Graber"/></rdf:_2><rdf:_3><swrc:Person swrc:name="David M. Blei"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/25ddcf06e18cb1e3ba0232be987ecd953/lee_peck"><title>Connections between the lines: augmenting social networks with text</title><link>http://www.bibsonomy.org/bibtex/25ddcf06e18cb1e3ba0232be987ecd953/lee_peck</link><dc:creator>lee_peck</dc:creator><dc:date>2010-01-14T19:59:52+01:00</dc:date><dc:subject>09 Chang extraction network social text </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Chang&#034;&gt;Jonathan Chang&lt;/a&gt;, &lt;a href=&#034;/author/Boyd-Graber&#034;&gt;Jordan Boyd-Graber&lt;/a&gt;,  and &lt;a href=&#034;/author/Blei&#034;&gt;David M. Blei&lt;/a&gt; &lt;/span&gt;&lt;em&gt;KDD &amp;#039;09: Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining, &lt;/em&gt;&lt;em&gt;page 169--178. &lt;/em&gt;&lt;em&gt;New York, NY, USA, &lt;/em&gt;&lt;em&gt;ACM, &lt;/em&gt;(&lt;em&gt;2009&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/09"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/Chang"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/extraction"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/network"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/social"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/text"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/25ddcf06e18cb1e3ba0232be987ecd953/lee_peck"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/25ddcf06e18cb1e3ba0232be987ecd953/lee_peck"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://portal.acm.org/citation.cfm?id=1557044"/><swrc:date>Thu Jan 14 19:59:52 CET 2010</swrc:date><swrc:address>New York, NY, USA</swrc:address><swrc:booktitle>KDD &#039;09: Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining</swrc:booktitle><swrc:pages>169--178</swrc:pages><swrc:publisher><swrc:Organization swrc:name="ACM"/></swrc:publisher><swrc:title>Connections between the lines: augmenting social networks with text</swrc:title><swrc:year>2009</swrc:year><swrc:keywords>09 Chang extraction network social text </swrc:keywords><swrc:abstract>Network data is ubiquitous, encoding collections of relationships between entities such as people, places, genes, or corporations. While many resources for networks of interesting entities are emerging, most of these can only annotate connections in a limited fashion. Although relationships between entities are rich, it is impractical to manually devise complete characterizations of these relationships for every pair of entities on large, real-world corpora. In this paper we present a novel probabilistic topic model to analyze text corpora and infer descriptions of its entities and of relationships between those entities. We develop variational methods for performing approximate inference on our model and demonstrate that our model can be practically deployed on large corpora such as Wikipedia. We show qualitatively and quantitatively that our model can construct and annotate graphs of relationships and make useful predictions.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="Paris, France" swrc:key="location"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="978-1-60558-495-9" swrc:key="isbn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="http://doi.acm.org/10.1145/1557019.1557044" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Jonathan Chang"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Jordan Boyd-Graber"/></rdf:_2><rdf:_3><swrc:Person swrc:name="David M. 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Blei&lt;/a&gt; &lt;/span&gt;&lt;em&gt;KDD, &lt;/em&gt;&lt;em&gt;page 169-178. &lt;/em&gt;&lt;em&gt;ACM, &lt;/em&gt;(&lt;em&gt;2009&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2fe07f0fc596eecc140f471f8e38ceffa/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2fe07f0fc596eecc140f471f8e38ceffa/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/kdd/kdd2009.html#ChangBB09"/><swrc:date>Thu Jul 02 00:00:00 CEST 2009</swrc:date><swrc:booktitle>KDD</swrc:booktitle><swrc:crossref>conf/kdd/2009</swrc:crossref><swrc:pages>169-178</swrc:pages><swrc:publisher><swrc:Organization swrc:name="ACM"/></swrc:publisher><swrc:title>Connections between the lines: augmenting social networks with text.</swrc:title><swrc:year>2009</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://doi.acm.org/10.1145/1557019.1557044" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="978-1-60558-495-9" swrc:key="isbn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="2009-07-02" swrc:key="date"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Jonathan Chang"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Jordan L. 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