<rdf:RDF xmlns:community="http://www.bibsonomy.org/ontologies/2008/05/community#" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:admin="http://webns.net/mvcb/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:syn="http://purl.org/rss/1.0/modules/syndication/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:taxo="http://purl.org/rss/1.0/modules/taxonomy/" xmlns:cc="http://web.resource.org/cc/" xmlns:xsd="http://www.w3.org/2001/XMLSchema#" xmlns:swrc="http://swrc.ontoware.org/ontology#" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns="http://purl.org/rss/1.0/" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xml:base="http://www.bibsonomy.org/author/Cassidy"><owl:Ontology rdf:about=""><rdfs:comment>BibSonomy publications for /author/Cassidy</rdfs:comment><owl:imports rdf:resource="http://swrc.ontoware.org/ontology/portal"/></owl:Ontology><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2eee7ecbf655fc7fdf3af21f74cbfc3bc/peter.b825"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2eee7ecbf655fc7fdf3af21f74cbfc3bc/peter.b825"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><swrc:date>Sat Feb 11 19:24:16 CET 2012</swrc:date><swrc:journal>Journal of the American Society for Information Science and Technology</swrc:journal><swrc:number>9</swrc:number><swrc:pages>1849--1866</swrc:pages><swrc:title>Modeling topic and community structure in social tagging: The TTR-LDA-Community model</swrc:title><swrc:volume>62</swrc:volume><swrc:year>2011</swrc:year><swrc:keywords>imported </swrc:keywords><swrc:abstract>The presence of social networks in complex systems has made networks and community structure a focal point of study in many domains. Previous studies have focused on the structural emergence and growth of communities and on the topics displayed within the network. However, few scholars have closely examined the relationship between the thematic and structural properties of networks. Therefore, this article proposes the Tagger Tag Resource-Latent Dirichlet Allocation-Community model (TTR-LDA-Community model), which combines the Latent Dirichlet Allocation (LDA) model with the Girvan-Newman community detection algorithm through an inference mechanism. Using social tagging data from Delicious, this article demonstrates the clustering of active taggers into communities, the topic distributions within communities, and the ranking of taggers, tags, and resources within these communities. The data analysis evaluates patterns in community structure and topical affiliations diachronically. The article evaluates the effectiveness of community detection and the inference mechanism embedded in the model and finds that the TTR-LDA-Community model outperforms other traditional models in tag prediction. This has implications for scholars in domains interested in community detection, profiling, and recommender systems.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="15322882" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1002/asi.21581" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Daifeng Li"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Ying Ding"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Cassidy Sugimoto"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Bing He"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Jie Tang"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Erjia Yan"/></rdf:_6><rdf:_7><swrc:Person swrc:name="Nan Lin"/></rdf:_7><rdf:_8><swrc:Person swrc:name="Zheng Qin"/></rdf:_8><rdf:_9><swrc:Person swrc:name="Tianxi Dong"/></rdf:_9></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2c530e508e4fe0a73e49c7fc370210383/neps.dc"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2c530e508e4fe0a73e49c7fc370210383/neps.dc"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><swrc:date>Mon Feb 06 16:17:24 CET 2012</swrc:date><swrc:journal>Child Development</swrc:journal><swrc:number>2</swrc:number><swrc:pages>350--365</swrc:pages><swrc:title>Loneliness and Peer Relations in Young Children</swrc:title><swrc:volume>63</swrc:volume><swrc:year>1992</swrc:year><swrc:keywords>TASB scale </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="0009-3920" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1111/j.1467-8624.1992.tb01632.x" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Jude Cassidy"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Steven R. Asher"/></rdf:_2></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2b36420a46a6b7b35adeb01355b544c64/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2b36420a46a6b7b35adeb01355b544c64/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/eScience/eScience2011.html#Sanchez-AzofeifaRSFG11"/><swrc:date>Tue Jan 17 00:00:00 CET 2012</swrc:date><swrc:booktitle>eScience</swrc:booktitle><swrc:crossref>conf/eScience/2011</swrc:crossref><swrc:pages>70-76</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE Computer Society"/></swrc:publisher><swrc:title>Wireless Sensing Networks for Environmental Monitoring: Two Case Studies from Tropical Forests.</swrc:title><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://doi.ieeecomputersociety.org/10.1109/eScience.2011.18" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="978-1-4577-2163-2" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="G. Arturo Sanchez-Azofeifa"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Cassidy Rankine"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Mario Marcos do Espirito Santo"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Rob Fatland"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Milton Garcia"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/24f179c9fd2b8659d35c93407157bbfaf/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/24f179c9fd2b8659d35c93407157bbfaf/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/adc/adc2000.html#CassidyB00"/><swrc:date>Thu Jan 05 00:00:00 CET 2012</swrc:date><swrc:booktitle>Australasian Database Conference</swrc:booktitle><swrc:pages>12-20</swrc:pages><swrc:title>Querying Databases of Annotated Speech.</swrc:title><swrc:year>2000</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://doi.ieeecomputersociety.org/10.1109/ADC.2000.819808" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Steve Cassidy"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Steven Bird"/></rdf:_2></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/247c6911b3ff992687782aabb02dc2ced/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/247c6911b3ff992687782aabb02dc2ced/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/interspeech/interspeech2011.html#BurnhamEFVCDCETWKGAOLBH11"/><swrc:date>Wed Dec 21 00:00:00 CET 2011</swrc:date><swrc:booktitle>INTERSPEECH</swrc:booktitle><swrc:crossref>conf/interspeech/2011</swrc:crossref><swrc:pages>841-844</swrc:pages><swrc:publisher><swrc:Organization swrc:name="ISCA"/></swrc:publisher><swrc:title>Building an Audio-Visual Corpus of Australian English: Large Corpus Collection with an Economical Portable and Replicable Black Box.</swrc:title><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Denis Burnham"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Dominique Estival"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Steven Fazio"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Jette Viethen"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Felicity Cox"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Robert Dale"/></rdf:_6><rdf:_7><swrc:Person swrc:name="Steve Cassidy"/></rdf:_7><rdf:_8><swrc:Person swrc:name="Julien Epps"/></rdf:_8><rdf:_9><swrc:Person swrc:name="Roberto Togneri"/></rdf:_9><rdf:_10><swrc:Person swrc:name="Michael Wagner"/></rdf:_10><rdf:_11><swrc:Person swrc:name="Yuko Kinoshita"/></rdf:_11><rdf:_12><swrc:Person swrc:name="Roland Göcke"/></rdf:_12><rdf:_13><swrc:Person swrc:name="Joanne Arciuli"/></rdf:_13><rdf:_14><swrc:Person swrc:name="Mark Onslow"/></rdf:_14><rdf:_15><swrc:Person swrc:name="Trent Lewis"/></rdf:_15><rdf:_16><swrc:Person swrc:name="Andrew Butcher"/></rdf:_16><rdf:_17><swrc:Person swrc:name="John Hajek"/></rdf:_17></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/22168a2a28b88e4f2e5df5f8462ff27b9/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/22168a2a28b88e4f2e5df5f8462ff27b9/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/dsn/dsn2002.html#CassidyGM02"/><swrc:date>Tue Dec 20 00:00:00 CET 2011</swrc:date><swrc:booktitle>DSN</swrc:booktitle><swrc:crossref>conf/dsn/2002</swrc:crossref><swrc:pages>478-482</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE Computer Society"/></swrc:publisher><swrc:title>Advanced Pattern Recognition for Detection of Complex Software Aging Phenomena in Online Transaction Processing Servers.</swrc:title><swrc:year>2002</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://doi.ieeecomputersociety.org/10.1109/DSN.2002.1028933" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="0-7695-1597-5" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Karen J. Cassidy"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Kenny C. Gross"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Amir Malekpour"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/28896a7e5326346db2b7899f812a5cd75/wdees"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/28896a7e5326346db2b7899f812a5cd75/wdees"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://www.sciencedirect.com/science/article/pii/S1751157711000976"/><swrc:date>Tue Dec 06 12:27:52 CET 2011</swrc:date><swrc:journal>Journal of Informetrics</swrc:journal><swrc:number>1</swrc:number><swrc:pages>140 - 153</swrc:pages><swrc:title>Topics in dynamic research communities: An exploratory study for the field of information retrieval</swrc:title><swrc:volume>6</swrc:volume><swrc:year>2012</swrc:year><swrc:keywords>Ko-Autoren entwicklung netzwerke </swrc:keywords><swrc:abstract>Research topics and research communities are not disconnected from each other: communities and topics are interwoven and co-evolving. Yet, scientometric evaluations of topics and communities have been conducted independently and synchronically, with researchers often relying on homogeneous unit of analysis, such as authors, journals, institutions, or topics. Therefore, new methods are warranted that examine the dynamic relationship between topics and communities. This paper examines how research topics are mixed and matched in evolving research communities by using a hybrid approach which integrates both topic identification and community detection techniques. Using a data set on information retrieval (IR) publications, two layers of enriched information are constructed and contrasted: one is the communities detected through the topology of coauthorship network and the other is the topics of the communities detected through the topic model. We find evidence to support the assumption that IR communities and topics are interwoven and co-evolving, and topics can be used to understand the dynamics of community structures. We recommend the use of the hybrid approach to study the dynamic interactions of topics and communities.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="1751-1577" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1016/j.joi.2011.10.001" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Erjia Yan"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Ying Ding"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Stasa Milojevic"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Cassidy R. Sugimoto"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2c0f94ff6decdb65da5a78dea954771a5/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2c0f94ff6decdb65da5a78dea954771a5/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/corr/corr0204.html#cs-CL-0204026"/><swrc:date>Mon Dec 05 00:00:00 CET 2011</swrc:date><swrc:journal>CoRR</swrc:journal><swrc:title>Querying Databases of Annotated Speech</swrc:title><swrc:volume>cs.CL/0204026</swrc:volume><swrc:year>2002</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://arxiv.org/abs/cs.CL/0204026" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Steve Cassidy"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Steven Bird"/></rdf:_2></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/29e4063c1457958813a50114d95348b77/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/29e4063c1457958813a50114d95348b77/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/dac/dac2001.html#GloverHBKJCV01"/><swrc:date>Tue Nov 15 00:00:00 CET 2011</swrc:date><swrc:booktitle>DAC</swrc:booktitle><swrc:crossref>conf/dac/2001</swrc:crossref><swrc:pages>1-2</swrc:pages><swrc:publisher><swrc:Organization swrc:name="ACM"/></swrc:publisher><swrc:title>Panel: The Electronics Industry Supply Chain: Who Will Do What?</swrc:title><swrc:year>2001</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://doi.acm.org/10.1145/378239.378242" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="1-58113-297-2" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Rita Glover"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Marc Halpern"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Rich Becks"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Richard Kubin"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Henry Jurgens"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Rick Cassidy"/></rdf:_6><rdf:_7><swrc:Person swrc:name="Ted Vucurevich"/></rdf:_7></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2bfc4e4d9b5c6713095c5df44e085d82d/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2bfc4e4d9b5c6713095c5df44e085d82d/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/firstmonday/firstmonday13.html#Cassidy08"/><swrc:date>Tue Nov 08 00:00:00 CET 2011</swrc:date><swrc:journal>First Monday</swrc:journal><swrc:number>1</swrc:number><swrc:title>Outside influences: Extramedia forces and the newsworthiness conceptions of online newspaper journalists.</swrc:title><swrc:volume>13</swrc:volume><swrc:year>2008</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://firstmonday.org/htbin/cgiwrap/bin/ojs/index.php/fm/article/view/2051" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="William P. Cassidy"/></rdf:_1></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/286b1513767709b8cd93d1cae8f7c9ccb/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/286b1513767709b8cd93d1cae8f7c9ccb/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/gandc/gandc36.html#MillingtonC10"/><swrc:date>Fri Nov 04 00:00:00 CET 2011</swrc:date><swrc:journal>Computers &amp; Geosciences</swrc:journal><swrc:number>9</swrc:number><swrc:pages>1135-1144</swrc:pages><swrc:title>Optimising GPR modelling: A practical, multi-threaded approach to 3D FDTD numerical modelling.</swrc:title><swrc:volume>36</swrc:volume><swrc:year>2010</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1016/j.cageo.2009.12.006" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="T. M. Millington"/></rdf:_1><rdf:_2><swrc:Person swrc:name="N. J. Cassidy"/></rdf:_2></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2a1883a42cf06d02f4cb114360d19950e/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2a1883a42cf06d02f4cb114360d19950e/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/jasis/jasis62.html#MilojevicSYD11"/><swrc:date>Mon Oct 31 00:00:00 CET 2011</swrc:date><swrc:journal>JASIST</swrc:journal><swrc:number>10</swrc:number><swrc:pages>1933-1953</swrc:pages><swrc:title>The cognitive structure of Library and Information Science: Analysis of article title words.</swrc:title><swrc:volume>62</swrc:volume><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1002/asi.21602" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Stasa Milojevic"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Cassidy R. Sugimoto"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Erjia Yan"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Ying Ding"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/223d61fe04ca0e3e7c76c7cef27e3d121/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/223d61fe04ca0e3e7c76c7cef27e3d121/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/mva/mva16.html#CassidyMM06"/><swrc:date>Fri Oct 21 00:00:00 CEST 2011</swrc:date><swrc:journal>Mach. Vis. Appl.</swrc:journal><swrc:number>6</swrc:number><swrc:pages>343-355</swrc:pages><swrc:title>A machine vision system for quantifying velocity fields in complex rock models.</swrc:title><swrc:volume>16</swrc:volume><swrc:year>2006</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1007/s00138-005-0005-z" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Rachel Cassidy"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Philip J. 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