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E&lt;/em&gt;&lt;em&gt;63(6):062101&lt;/em&gt;&lt;em&gt;May2001. &lt;/em&gt;</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/scalefree"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/network"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/graphtheory"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/smallworld"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/socialnetwork"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2e5427464b2bd3f54c97165b9110863eb/schmitz"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2e5427464b2bd3f54c97165b9110863eb/schmitz"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><swrc:date>Tue Sep 18 11:30:48 CEST 2007</swrc:date><swrc:journal>Phys. Rev. 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P. &lt;a href=&#034;http://www.bibsonomy.org/author/Servedio&#034;&gt;Servedio&lt;/a&gt;  and G. &lt;a href=&#034;http://www.bibsonomy.org/author/Caldarelli&#034;&gt;Caldarelli&lt;/a&gt;  and F. &lt;a href=&#034;http://www.bibsonomy.org/author/Colaiori&#034;&gt;Colaiori&lt;/a&gt;  &lt;/span&gt;&lt;em&gt;Physica A: Statistical and Theoretical Physics&lt;/em&gt;&lt;em&gt;352(2-4):669--676&lt;/em&gt;&lt;em&gt;July2005. &lt;/em&gt;</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/mining"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/graphtheory"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/community"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/smallworld"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2d4e8b5ed20176eb6cb50101fdb8ab95b/schmitz"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2d4e8b5ed20176eb6cb50101fdb8ab95b/schmitz"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://www.sciencedirect.com/science/article/B6TVG-4FB91CD-8/2/508224d0d5e1fc0635dbaf18ee058541"/><swrc:date>Thu Mar 22 18:19:00 CET 2007</swrc:date><swrc:journal>Physica A: Statistical and Theoretical Physics</swrc:journal><swrc:month>July</swrc:month><swrc:number>2-4</swrc:number><swrc:pages>669--676</swrc:pages><swrc:title>Detecting communities in large networks</swrc:title><swrc:volume>352</swrc:volume><swrc:year>2005</swrc:year><swrc:keywords>mining graphtheory community smallworld </swrc:keywords><swrc:abstract>We develop an algorithm to detect community structure in complex networks. The algorithm is based on spectral methods and takes into account weights and link orientation. Since the method detects efficiently clustered nodes in large networks even when these are not sharply partitioned, it turns to be specially suitable for the analysis of social and information networks. We test the algorithm on a large-scale data-set from a psychological experiment of word association. In this case, it proves to be successful both in clustering words, and in uncovering mental association patterns.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="1001736" swrc:key="id"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="0" swrc:key="priority"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1016/j.physa.2004.12.050" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="A. Capocci"/></rdf:_1><rdf:_2><swrc:Person swrc:name="V. D. P. Servedio"/></rdf:_2><rdf:_3><swrc:Person swrc:name="G. Caldarelli"/></rdf:_3><rdf:_4><swrc:Person swrc:name="F. Colaiori"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/2fb96363fda06e80943498e293c6e402a/schmitz"><title>Structural Similarity in Graphs (A Relaxation Approach for Role Assignment).</title><description>dblp</description><link>http://www.bibsonomy.org/bibtex/2fb96363fda06e80943498e293c6e402a/schmitz</link><dc:creator>schmitz</dc:creator><dc:date>2007-03-22T18:00:17+01:00</dc:date><dc:subject>graph similarity graphtheory distance metric </dc:subject><content:encoded>&lt;span style=&#034;color:#555555;&#034;&gt;Ulrik &lt;a href=&#034;http://www.bibsonomy.org/author/Brandes&#034;&gt;Brandes&lt;/a&gt;  and J&amp;#252;rgen &lt;a href=&#034;http://www.bibsonomy.org/author/Lerner&#034;&gt;Lerner&lt;/a&gt;  &lt;/span&gt;&lt;em&gt;ISAAC, &lt;/em&gt;&lt;em&gt;volume3341ofLecture Notes in Computer Science, &lt;/em&gt;&lt;em&gt;page184-195. &lt;/em&gt;&lt;em&gt;Springer, &lt;/em&gt;(&lt;em&gt;2004&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/graph"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/similarity"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/graphtheory"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/distance"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/metric"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2fb96363fda06e80943498e293c6e402a/schmitz"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2fb96363fda06e80943498e293c6e402a/schmitz"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/isaac/isaac2004.html#BrandesL04"/><swrc:date>Thu Mar 22 18:00:17 CET 2007</swrc:date><swrc:booktitle>ISAAC</swrc:booktitle><swrc:crossref>conf/isaac/2004</swrc:crossref><swrc:pages>184-195</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Springer"/></swrc:publisher><swrc:series>Lecture Notes in Computer Science</swrc:series><swrc:title>Structural Similarity in Graphs (A Relaxation Approach for Role Assignment).</swrc:title><swrc:volume>3341</swrc:volume><swrc:year>2004</swrc:year><swrc:keywords>graph similarity graphtheory distance metric </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://springerlink.metapress.com/openurl.asp?genre=article&amp;issn=0302-9743&amp;volume=3341&amp;spage=184" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="3-540-24131-0" swrc:key="isbn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="2004-12-13" swrc:key="date"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Ulrik Brandes"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Jürgen Lerner"/></rdf:_2></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Rudolf Fleischer"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Gerhard Trippen"/></rdf:_2></rdf:Seq></swrc:editor></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/28f80a8586927ea69ea915b6c32e87629/schmitz"><title>Community structure in social and biological networks</title><link>http://www.bibsonomy.org/bibtex/28f80a8586927ea69ea915b6c32e87629/schmitz</link><dc:creator>schmitz</dc:creator><dc:date>2007-03-22T17:57:40+01:00</dc:date><dc:subject>smallworld clustco socialnetwork graphtheory newman girvan community </dc:subject><content:encoded>&lt;span style=&#034;color:#555555;&#034;&gt;Michelle &lt;a href=&#034;http://www.bibsonomy.org/author/Girvan&#034;&gt;Girvan&lt;/a&gt;  and M.E.J. &lt;a href=&#034;http://www.bibsonomy.org/author/Newman&#034;&gt;Newman&lt;/a&gt;  &lt;/span&gt;&lt;em&gt;Proceedings of the National Academy of Science&lt;/em&gt;&lt;em&gt;99(12):7821-7826&lt;/em&gt;(&lt;em&gt;2002&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/smallworld"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/clustco"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/socialnetwork"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/graphtheory"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/newman"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/girvan"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/community"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/28f80a8586927ea69ea915b6c32e87629/schmitz"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/28f80a8586927ea69ea915b6c32e87629/schmitz"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><swrc:date>Thu Mar 22 17:57:40 CET 2007</swrc:date><swrc:journal>Proceedings of the National Academy of Science</swrc:journal><swrc:number>12</swrc:number><swrc:pages>7821-7826</swrc:pages><swrc:title>Community structure in social and biological networks</swrc:title><swrc:volume>99</swrc:volume><swrc:year>2002</swrc:year><swrc:keywords>smallworld clustco socialnetwork graphtheory newman girvan community </swrc:keywords><swrc:abstract>A number of recent studies have focused on the statistical properties of networked systems such as social networks and the Worldwide Web. Researchers have concentrated particularly on a few properties that seem to be common to many networks: the small-world property, power-law degree distributions, and network transitivity. In this article, we highlight another property that is found in many networks, the property of community structure, in which network nodes are joined together in tightly knit groups, between which there are only looser connections. We propose a method for detecting such communities, built around the idea of using centrality indices to find community boundaries. We test our method on computer-generated and real-world graphs whose community structure is already known and find that the method detects this known structure with high sensitivity and reliability. We also apply the method to two networks whose community structure is not well known---a collaboration network and a food web---and find that it detects significant and informative community divisions in both cases.</swrc:abstract><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Michelle Girvan"/></rdf:_1><rdf:_2><swrc:Person swrc:name="M.E.J. Newman"/></rdf:_2></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/25f2a82f1c7a71c35f51e7ca51ad15226/schmitz"><title>Random graph models of social networks</title><link>http://www.bibsonomy.org/bibtex/25f2a82f1c7a71c35f51e7ca51ad15226/schmitz</link><dc:creator>schmitz</dc:creator><dc:date>2007-03-22T17:54:35+01:00</dc:date><dc:subject>newman model graphtheory strogatz watts smallworld socialnetwork </dc:subject><content:encoded>&lt;span style=&#034;color:#555555;&#034;&gt;M. &lt;a href=&#034;http://www.bibsonomy.org/author/Newman&#034;&gt;Newman&lt;/a&gt;  and D. &lt;a href=&#034;http://www.bibsonomy.org/author/Watts&#034;&gt;Watts&lt;/a&gt;  and S. &lt;a href=&#034;http://www.bibsonomy.org/author/Strogatz&#034;&gt;Strogatz&lt;/a&gt;  &lt;/span&gt;&lt;em&gt;Proc. Natl. Acad. Sci., to appear., &lt;/em&gt;(&lt;em&gt;2001&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/newman"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/model"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/graphtheory"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/strogatz"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/watts"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/smallworld"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/socialnetwork"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/25f2a82f1c7a71c35f51e7ca51ad15226/schmitz"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/25f2a82f1c7a71c35f51e7ca51ad15226/schmitz"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="/brokenurl#citeseer.ist.psu.edu/445095.html"/><swrc:date>Thu Mar 22 17:54:35 CET 2007</swrc:date><swrc:booktitle>Proc. Natl. Acad. Sci., to appear.</swrc:booktitle><swrc:title>Random graph models of social networks</swrc:title><swrc:year>2001</swrc:year><swrc:keywords>newman model graphtheory strogatz watts smallworld socialnetwork </swrc:keywords><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="M. Newman"/></rdf:_1><rdf:_2><swrc:Person swrc:name="D. Watts"/></rdf:_2><rdf:_3><swrc:Person swrc:name="S. 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