<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/Hotho"><owl:Ontology rdf:about=""><rdfs:comment>BibSonomy publications for /author/Hotho</rdfs:comment><owl:imports rdf:resource="http://swrc.ontoware.org/ontology/portal"/></owl:Ontology><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2b7b4f21ce220029be0c3106b4ba1846f/wyswilson"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2b7b4f21ce220029be0c3106b4ba1846f/wyswilson"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://ontology.csse.uwa.edu.au/reference/browse_paper.php?pid=233282073"/><swrc:date>Thu Mar 11 08:21:57 CET 2010</swrc:date><swrc:journal>Journal of Web Semantics</swrc:journal><swrc:number>2</swrc:number><swrc:pages>124-143</swrc:pages><swrc:title>Semantic Web Mining: State of the Art and Future Directions</swrc:title><swrc:volume>4</swrc:volume><swrc:year>2006</swrc:year><swrc:keywords>imported </swrc:keywords><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="G. Stumme"/></rdf:_1><rdf:_2><swrc:Person swrc:name="A. Hotho"/></rdf:_2><rdf:_3><swrc:Person swrc:name="B. Berendt"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/26597464c7de9aa432636f82a429bed32/sanchesgerlach"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/26597464c7de9aa432636f82a429bed32/sanchesgerlach"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InCollection"/><owl:sameAs rdf:resource="http://www.kde.cs.uni-kassel.de/stumme/papers/2006/hotho2006kollaboratives.pdf"/><swrc:date>Tue Mar 09 15:33:02 CET 2010</swrc:date><swrc:address>Berlin, Heidelberg</swrc:address><swrc:booktitle>Semantic Web. Wege zur vernetzten Wissensgesellschaft</swrc:booktitle><swrc:pages>273-289</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Springer-Verlag"/></swrc:publisher><swrc:title>Kollaboratives Wissensmanagement</swrc:title><swrc:year>2006</swrc:year><swrc:keywords>social_tagging social_bookmarking_literatur knowledge_management collective_intelligence </swrc:keywords><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Christian Schmitz"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Andreas Hotho"/></rdf:_2></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Tassilo Pellegrini"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Andreas Blumauer"/></rdf:_2></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2955bcf14f3272ba6eaf3dadbef6c0b10/sanchesgerlach"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2955bcf14f3272ba6eaf3dadbef6c0b10/sanchesgerlach"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dx.doi.org/10.3233/AIC-2008-0438"/><swrc:date>Tue Mar 09 15:33:02 CET 2010</swrc:date><swrc:address>Amsterdam</swrc:address><swrc:journal>AI Communications</swrc:journal><swrc:number>4</swrc:number><swrc:pages>231-247</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IOS Press"/></swrc:publisher><swrc:title>Tag Recommendations in Social Bookmarking Systems</swrc:title><swrc:volume>21</swrc:volume><swrc:year>2008</swrc:year><swrc:keywords>tagging recommendation bookmarking </swrc:keywords><swrc:abstract>Collaborative tagging systems allow users to assign keywords - so called &#034;tags&#034; - to resources. Tags are used for navigation, finding resources and serendipitous browsing and thus provide an immediate benefit for users. These systems usually include tag recommendation mechanisms easing the process of finding good tags for a resource, but also consolidating the tag vocabulary across users. In practice, however, only very basic recommendation strategies are applied.
In this paper we evaluate and compare several recommendation algorithms on large-scale real life datasets: an adaptation of
user-based collaborative filtering, a graph-based recommender built on top of the FolkRank algorithm, and simple methods based on counting tag occurences.  We show that both FolkRank and Collaborative Filtering provide better results than non-personalized baseline methods. Moreover, since methods based on counting tag occurrences are computationally cheap, and thus usually preferable for real time scenarios, we discuss simple approaches for improving the performance of such methods. We show, how a simple recommender based on counting tags from users and resources can perform almost as good as the best recommender.
</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="0921-7126" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="63" swrc:key="vgwort"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.3233/AIC-2008-0438" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Robert Jäschke"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Leandro Marinho"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Andreas Hotho"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Lars Schmidt-Thieme"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Gerd Stumme"/></rdf:_5></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Enrico Giunchiglia"/></rdf:_1></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2b3a5e9851647ca0a7dfb62f041872504/sanchesgerlach"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2b3a5e9851647ca0a7dfb62f041872504/sanchesgerlach"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://www2007.org/workshops/paper_25.pdf"/><swrc:date>Tue Mar 09 15:33:02 CET 2010</swrc:date><swrc:address>Banff, Canada</swrc:address><swrc:booktitle>Workshop on Social and Collaborative Construction of Structured Knowledge (CKC 2007) at WWW 2007</swrc:booktitle><swrc:title>Organizing Publications and Bookmarks in BibSonomy</swrc:title><swrc:year>2007</swrc:year><swrc:keywords>tagorapub organizing l3s itegpub challenge bibsonomy BibSonomy 2007 </swrc:keywords><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Robert Jäschke"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Miranda Grahl"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Andreas Hotho"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Beate Krause"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Christoph Schmitz"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Gerd Stumme"/></rdf:_6></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Harith Alani"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Natasha Noy"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Gerd Stumme"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Peter Mika"/></rdf:_4><rdf:_5><swrc:Person swrc:name="York Sure"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Denny Vrandecic"/></rdf:_6></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2a0cd4cfefeb320b5b0e837069cb94265/sanchesgerlach"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2a0cd4cfefeb320b5b0e837069cb94265/sanchesgerlach"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><swrc:date>Tue Mar 09 15:33:02 CET 2010</swrc:date><swrc:address>Berlin, Heidelberg</swrc:address><swrc:booktitle>Proceedings of the 15th International Conference on Conceptual Structures (ICCS 2007)</swrc:booktitle><swrc:month>July</swrc:month><swrc:pages>283--295</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Springer-Verlag"/></swrc:publisher><swrc:series>Lecture Notes in Artificial Intelligence</swrc:series><swrc:title>Analysis of the Publication Sharing Behaviour in {BibSonomy}</swrc:title><swrc:volume>4604</swrc:volume><swrc:year>2007</swrc:year><swrc:keywords>trias social, myown, iccs, folksonomy, fca, bookmarking, bibsonomy, analysis, 2007, </swrc:keywords><swrc:abstract>BibSonomy is a web-based social resource sharing system which allows users to organise and share bookmarks and publications in a collaborative manner. In this paper we present the system, followed by a description of the insights in the structure of its bibliographic data that we gained by applying techniques we developed in the area of Formal Concept Analysis.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="1586648" swrc:key="id"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="4" swrc:key="priority"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="2007-08-23 20:10:55" swrc:key="at"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Robert J\&#034;{a}schke"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Andreas Hotho"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Christoph Schmitz"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Gerd Stumme"/></rdf:_4></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="U. Priss"/></rdf:_1><rdf:_2><swrc:Person swrc:name="S. Polovina"/></rdf:_2><rdf:_3><swrc:Person swrc:name="R. Hill"/></rdf:_3></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/268a0b88a7ec66c591cf925df915a9b85/sanchesgerlach"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/268a0b88a7ec66c591cf925df915a9b85/sanchesgerlach"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.115.3646"/><swrc:date>Tue Mar 09 15:33:02 CET 2010</swrc:date><swrc:booktitle>Proceedings of the Conceptual Structures Tool Interoperability Workshop at the 14th International Conference on Conceptual Structures</swrc:booktitle><swrc:note>subtag-supertag</swrc:note><swrc:pages>87--102</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Aalborg University Press"/></swrc:publisher><swrc:title>BibSonomy: A social bookmark and publication sharing system</swrc:title><swrc:year>2006</swrc:year><swrc:keywords>imported </swrc:keywords><swrc:abstract>Abstract. Social bookmark tools are rapidly emerging on the Web. In such systems users are setting up lightweight conceptual structures called folksonomies. The reason for their immediate success is the fact that no specific skills are needed for participating. In this paper we specify a formal model for folksonomies and briefly describe our own system BibSonomy, which allows for sharing both bookmarks and publication references in a kind of personal library. 1</swrc:abstract><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Andreas Hotho"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Robert Jäschke"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Christoph Schmitz"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Gerd Stumme"/></rdf:_4></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Moonjeong Kang"/></rdf:_1></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2f4ddfeef3baf5513258c48271f5d7fb7/sanchesgerlach"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2f4ddfeef3baf5513258c48271f5d7fb7/sanchesgerlach"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><swrc:date>Tue Mar 09 15:33:02 CET 2010</swrc:date><swrc:address>Heidelberg</swrc:address><swrc:booktitle>The Semantic Web: Research and Applications</swrc:booktitle><swrc:month>June</swrc:month><swrc:pages>411-426</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Springer"/></swrc:publisher><swrc:series>Lecture Notes in Computer Science</swrc:series><swrc:title>Information Retrieval in Folksonomies: Search and Ranking</swrc:title><swrc:volume>4011</swrc:volume><swrc:year>2006</swrc:year><swrc:keywords>search retrieval ranking folksonomy </swrc:keywords><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="A. Hotho"/></rdf:_1><rdf:_2><swrc:Person swrc:name="R. Jaeschke"/></rdf:_2><rdf:_3><swrc:Person swrc:name="C. Schmitz"/></rdf:_3><rdf:_4><swrc:Person swrc:name="G. Stumme"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/205043cc20f1e0f5a612135c970e4f1ac/sanchesgerlach"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/205043cc20f1e0f5a612135c970e4f1ac/sanchesgerlach"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://www.kde.cs.uni-kassel.de/stumme/papers/2006/hotho2006emergent.pdf"/><swrc:date>Tue Mar 09 15:33:02 CET 2010</swrc:date><swrc:address>Bonn</swrc:address><swrc:booktitle>Informatik 2006 -- Informatik für Menschen. Band 2</swrc:booktitle><swrc:month>October</swrc:month><swrc:note>Proc. Workshop on Applications of Semantic Technologies, Informatik 2006</swrc:note><swrc:publisher><swrc:Organization swrc:name="Gesellschaft für Informatik"/></swrc:publisher><swrc:series>Lecture Notes in Informatics</swrc:series><swrc:title>Emergent Semantics in BibSonomy</swrc:title><swrc:volume>P-94</swrc:volume><swrc:year>2006</swrc:year><swrc:keywords>recommendation bibsonomy </swrc:keywords><swrc:abstract>Social bookmark tools are rapidly emerging on the Web. In such
systems users are setting up lightweight conceptual structures
called folksonomies. The reason for their immediate success is the
fact that no specific skills are needed for participating. In this
paper we specify a formal model for folksonomies, briefly describe
our own system BibSonomy, 
which allows for sharing both bookmarks and
publication references, 
and discuss first steps towards emergent semantics.</swrc:abstract><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Andreas Hotho"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Robert Jäschke"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Christoph Schmitz"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Gerd Stumme"/></rdf:_4></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Christian Hochberger"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Rüdiger Liskowsky"/></rdf:_2></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2466f25c93d5e9c13ca5689191ef711ee/sdo"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2466f25c93d5e9c13ca5689191ef711ee/sdo"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://cxnets.googlepages.com/cattuto_iswc2008.pdf"/><swrc:date>Tue Mar 02 17:29:44 CET 2010</swrc:date><swrc:address>Berlin/Heidelberg</swrc:address><swrc:booktitle>The Semantic Web -- ISWC 2008</swrc:booktitle><swrc:pages>615--631</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Springer"/></swrc:publisher><swrc:series>Lecture Notes in Computer Science</swrc:series><swrc:title>Semantic Grounding of Tag Relatedness in Social Bookmarking Systems</swrc:title><swrc:volume>5318</swrc:volume><swrc:year>2008</swrc:year><swrc:keywords>tagging social semantic relatedness grounding folksonomy bookmarking </swrc:keywords><swrc:abstract>Collaborative tagging systems have nowadays become important data sources for populating semantic web applications. For tasks
like synonym detection and discovery of concept hierarchies, many researchers introduced measures of tag similarity. Eventhough most of these measures appear very natural, their design often seems to be rather ad hoc, and the underlying assumptionson the notion of similarity are not made explicit. A more systematic characterization and validation of tag similarity interms of formal representations of knowledge is still lacking. Here we address this issue and analyze several measures oftag similarity: Each measure is computed on data from the social bookmarking system del.icio.us and a semantic grounding isprovided by mapping pairs of similar tags in the folksonomy to pairs of synsets in Wordnet, where we use validated measuresof semantic distance to characterize the semantic relation between the mapped tags. This exposes important features of theinvestigated similarity measures and indicates which ones are better suited in the context of a given semantic application.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="978-3-540-88563-4" swrc:key="isbn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1007/978-3-540-88564-1_39" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Ciro Cattuto"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Dominik Benz"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Andreas Hotho"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Gerd Stumme"/></rdf:_4></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Amit P. Sheth"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Steffen Staab"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Mike Dean"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Massimo Paolucci"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Diana Maynard"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Timothy W. Finin"/></rdf:_6><rdf:_7><swrc:Person swrc:name="Krishnaprasad Thirunarayan"/></rdf:_7></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/245f8d8f2a8251a5e988c596a5ebb3f2d/dbenz"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/245f8d8f2a8251a5e988c596a5ebb3f2d/dbenz"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><swrc:date>Tue Mar 02 13:56:53 CET 2010</swrc:date><swrc:address>Raleigh, NC, USA</swrc:address><swrc:booktitle>Proceedings of the 19th International World Wide Web Conference (WWW 2010)</swrc:booktitle><swrc:month>apr</swrc:month><swrc:note>(to appear)</swrc:note><swrc:publisher><swrc:Organization swrc:name="ACM"/></swrc:publisher><swrc:title>Stop Thinking, start Tagging - Tag Semantics emerge from Collaborative Verbosity</swrc:title><swrc:year>2010</swrc:year><swrc:keywords>www2010 www myown collaborative_verbosity 2010 </swrc:keywords><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Christian Körner"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Dominik Benz"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Markus Strohmaier"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Andreas Hotho"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Gerd Stumme"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/29de59a9efdc8b41446bfdcac2901b999/dbenz"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/29de59a9efdc8b41446bfdcac2901b999/dbenz"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><swrc:date>Tue Mar 02 13:56:38 CET 2010</swrc:date><swrc:address>Raleigh, NC, USA</swrc:address><swrc:booktitle>Proceedings of the 2nd Web Science Conference (WebSci09)</swrc:booktitle><swrc:note>(to appear)</swrc:note><swrc:title>Semantics made by you and me: Self-emerging ontologies can capture the diversity of shared knowledge</swrc:title><swrc:year>2010</swrc:year><swrc:keywords>websci09 websci web_science semantics myown 2010 </swrc:keywords><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Dominik Benz"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Andreas Hotho"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Gerd Stumme"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2ff2f920b6e75e5ed86efa84524067b61/pkluegl"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2ff2f920b6e75e5ed86efa84524067b61/pkluegl"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><swrc:date>Tue Mar 02 09:12:22 CET 2010</swrc:date><swrc:booktitle>Proceedings of the Conceptual Structures Tool Interoperability Workshop at the 14th International Conference on Conceptual Structures</swrc:booktitle><swrc:pages>87--102</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Aalborg University Press"/></swrc:publisher><swrc:title>BibSonomy: A social bookmark and publication sharing system</swrc:title><swrc:year>2006</swrc:year><swrc:keywords>citie </swrc:keywords><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Andreas Hotho"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Robert Jaeschke"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Christoph Schmitz"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Gerd Stumme"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/206ea55e8751a06c3b44a92543dd6e85a/sdo"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/206ea55e8751a06c3b44a92543dd6e85a/sdo"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InCollection"/><owl:sameAs rdf:resource="http://dx.doi.org/10.1007/3-540-34416-0\_28"/><swrc:date>Tue Mar 02 09:07:20 CET 2010</swrc:date><swrc:journal>Data Science and Classification</swrc:journal><swrc:pages>261--270</swrc:pages><swrc:title>Mining Association Rules in Folksonomies</swrc:title><swrc:year>2006</swrc:year><swrc:keywords>mining folksonomy associationRule association </swrc:keywords><swrc:abstract>Social bookmark tools are rapidly emerging on the Web. In such systems users are setting up lightweight conceptual structures called folksonomies. These systems provide currently relatively few structure. We discuss in this paper, how association rule mining can be adopted to analyze and structure folksonomies, and how the results can be used for ontology learning and supporting emergent semantics. We demonstrate our approach on a large scale dataset stemming from an online system.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="1377860" swrc:key="id"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1007/3-540-34416-0\_28" swrc:key="0"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="5" swrc:key="priority"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="2008-04-27 16:27:04" swrc:key="at"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1007/3-540-34416-0\_28" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Christoph Schmitz"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Andreas Hotho"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Robert J\&#034;{a}schke"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Gerd Stumme"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/205043cc20f1e0f5a612135c970e4f1ac/sdo"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/205043cc20f1e0f5a612135c970e4f1ac/sdo"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://www.kde.cs.uni-kassel.de/stumme/papers/2006/hotho2006emergent.pdf"/><swrc:date>Mon Mar 01 18:12:39 CET 2010</swrc:date><swrc:address>Bonn</swrc:address><swrc:booktitle>Informatik 2006 -- Informatik für Menschen. Band 2</swrc:booktitle><swrc:month>oct</swrc:month><swrc:note>Proc. Workshop on Applications of Semantic Technologies, Informatik 2006</swrc:note><swrc:publisher><swrc:Organization swrc:name="Gesellschaft für Informatik"/></swrc:publisher><swrc:series>Lecture Notes in Informatics</swrc:series><swrc:title>Emergent Semantics in BibSonomy</swrc:title><swrc:volume>P-94</swrc:volume><swrc:year>2006</swrc:year><swrc:keywords>semantics network folksonomy </swrc:keywords><swrc:abstract>Social bookmark tools are rapidly emerging on the Web. In such
systems users are setting up lightweight conceptual structures
called folksonomies. The reason for their immediate success is the
fact that no specific skills are needed for participating. In this
paper we specify a formal model for folksonomies, briefly describe
our own system BibSonomy, 
which allows for sharing both bookmarks and
publication references, 
and discuss first steps towards emergent semantics.</swrc:abstract><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Andreas Hotho"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Robert Jäschke"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Christoph Schmitz"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Gerd Stumme"/></rdf:_4></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Christian Hochberger"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Rüdiger Liskowsky"/></rdf:_2></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/25bbb60300040295822b6485827ca2bb7/denisparra"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/25bbb60300040295822b6485827ca2bb7/denisparra"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><swrc:date>Sat Feb 27 03:41:22 CET 2010</swrc:date><swrc:address>New York, NY, USA</swrc:address><swrc:booktitle>WWW &#039;09: Proceedings of the 18th international conference on World wide web</swrc:booktitle><swrc:pages>641--650</swrc:pages><swrc:publisher><swrc:Organization swrc:name="ACM"/></swrc:publisher><swrc:title>Evaluating similarity measures for emergent semantics of social tagging</swrc:title><swrc:year>2009</swrc:year><swrc:keywords>sys:relevantFor:social_web imported </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="Madrid, Spain" swrc:key="location"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="978-1-60558-487-4" swrc:key="isbn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="http://doi.acm.org/10.1145/1526709.1526796" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Benjamin Markines"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Ciro Cattuto"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Filippo Menczer"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Dominik Benz"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Andreas Hotho"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Gerd Stumme"/></rdf:_6></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/269c165635bbfee1bc0172e4e0d9cafac/algebradresden"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/269c165635bbfee1bc0172e4e0d9cafac/algebradresden"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><swrc:date>Thu Feb 25 14:23:45 CET 2010</swrc:date><swrc:journal>J. Web Sem.</swrc:journal><swrc:number>1</swrc:number><swrc:pages>38-53</swrc:pages><swrc:title>Discovering shared conceptualizations in folksonomies</swrc:title><swrc:volume>6</swrc:volume><swrc:year>2008</swrc:year><swrc:keywords>stumme schmitz jaeschke hotho ganter </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1016/j.websem.2007.11.004" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Robert J{\&#034;a}schke"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Andreas Hotho"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Christoph Schmitz"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Bernhard Ganter"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Gerd Stumme"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/205043cc20f1e0f5a612135c970e4f1ac/macek"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/205043cc20f1e0f5a612135c970e4f1ac/macek"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://www.kde.cs.uni-kassel.de/stumme/papers/2006/hotho2006emergent.pdf"/><swrc:date>Wed Feb 24 17:07:20 CET 2010</swrc:date><swrc:address>Bonn</swrc:address><swrc:booktitle>Informatik 2006 -- Informatik für Menschen. Band 2</swrc:booktitle><swrc:month>oct</swrc:month><swrc:note>Proc. Workshop on Applications of Semantic Technologies, Informatik 2006</swrc:note><swrc:publisher><swrc:Organization swrc:name="Gesellschaft für Informatik"/></swrc:publisher><swrc:series>Lecture Notes in Informatics</swrc:series><swrc:title>Emergent Semantics in BibSonomy</swrc:title><swrc:volume>P-94</swrc:volume><swrc:year>2006</swrc:year><swrc:keywords>SemanticWeb Network Folksonomy </swrc:keywords><swrc:abstract>Social bookmark tools are rapidly emerging on the Web. In such
systems users are setting up lightweight conceptual structures
called folksonomies. The reason for their immediate success is the
fact that no specific skills are needed for participating. In this
paper we specify a formal model for folksonomies, briefly describe
our own system BibSonomy, 
which allows for sharing both bookmarks and
publication references, 
and discuss first steps towards emergent semantics.</swrc:abstract><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Andreas Hotho"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Robert Jäschke"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Christoph Schmitz"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Gerd Stumme"/></rdf:_4></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Christian Hochberger"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Rüdiger Liskowsky"/></rdf:_2></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/21dfe8b2aa29adf4929cbb845950f78bc/macek"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/21dfe8b2aa29adf4929cbb845950f78bc/macek"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://portal.acm.org/citation.cfm?id=1365538"/><swrc:date>Wed Feb 24 17:04:43 CET 2010</swrc:date><swrc:address>Amsterdam, The Netherlands</swrc:address><swrc:journal>AI Communications</swrc:journal><swrc:month>dec</swrc:month><swrc:number>4</swrc:number><swrc:pages>245--262</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IOS Press"/></swrc:publisher><swrc:title>Network properties of folksonomies</swrc:title><swrc:volume>20</swrc:volume><swrc:year>2007</swrc:year><swrc:keywords>Network Measures Folksonomy </swrc:keywords><swrc:abstract>Social resource sharing systems like YouTube and del.icio.us have acquired a large number of users within the last few years. They provide rich resources for data analysis, information retrieval, and knowledge discovery applications. A first step towards this end is to gain better insights into content and structure of these systems. In this paper, we will analyse the main network characteristics of two of these systems. We consider their underlying data structures - so-called folksonomies - as tri-partite hypergraphs, and adapt classical network measures like characteristic path length and clustering coefficient to them.

Subsequently, we introduce a network of tag co-occurrence and investigate some of its statistical properties, focusing on correlations in node connectivity and pointing out features that reflect emergent semantics within the folksonomy. We show that simple statistical indicators unambiguously spot non-social behavior such as spam.
</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="0921-7126" swrc:key="issn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Ciro Cattuto"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Christoph Schmitz"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Andrea Baldassarri"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Vito D. P. Servedio"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Vittorio Loreto"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Andreas Hotho"/></rdf:_6><rdf:_7><swrc:Person swrc:name="Miranda Grahl"/></rdf:_7><rdf:_8><swrc:Person swrc:name="Gerd Stumme"/></rdf:_8></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/299cafad8ce2afb5879c6c85c14cc5259/folke"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/299cafad8ce2afb5879c6c85c14cc5259/folke"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://portal.acm.org/citation.cfm?doid=1557914.1557969#"/><swrc:date>Wed Feb 24 11:27:26 CET 2010</swrc:date><swrc:address>New York, NY, USA</swrc:address><swrc:booktitle>HT &#039;09: Proceedings of the 20th ACM Conference on Hypertext and Hypermedia</swrc:booktitle><swrc:month>jun</swrc:month><swrc:pages>323--324</swrc:pages><swrc:publisher><swrc:Organization swrc:name="ACM"/></swrc:publisher><swrc:title>Managing publications and bookmarks with BibSonomy</swrc:title><swrc:year>2009</swrc:year><swrc:keywords>myown bibsonomy 2009 </swrc:keywords><swrc:abstract>In this demo we present BibSonomy, a social bookmark and publication sharing system.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="978-1-60558-486-7" swrc:key="isbn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1145/1557914.1557969" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Dominik Benz"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Folke Eisterlehner"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Andreas Hotho"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Robert Jäschke"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Beate Krause"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Gerd Stumme"/></rdf:_6></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Ciro Cattuto"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Giancarlo Ruffo"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Filippo Menczer"/></rdf:_3></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/25e8f40e610e723e966676772aa205f80/folke"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/25e8f40e610e723e966676772aa205f80/folke"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://lwa09.informatik.tu-darmstadt.de/pub/KDML/WebHome/kdml09_R.Jaeschke_et_al.pdf"/><swrc:date>Wed Feb 24 11:27:05 CET 2010</swrc:date><swrc:booktitle>Workshop on Knowledge Discovery, Data Mining, and Machine Learning</swrc:booktitle><swrc:month>sep</swrc:month><swrc:pages>44 --51</swrc:pages><swrc:title>Testing and Evaluating Tag Recommenders in a Live System</swrc:title><swrc:year>2009</swrc:year><swrc:keywords>tagging recommender myown framework folksonomy bibsonomy 2009 </swrc:keywords><swrc:abstract>The challenge to provide tag recommendations for collaborative tagging systems has attracted quite some attention of researchers lately. However, most research focused on evaluation anddevelopment of appropriate methods rather than tackling the practical challenges of how to integrate recommendation methods into real tagging systems, record and evaluate their performance.In this paper we describe the tag recommendation framework we developed for our social bookmark and publication sharing system BibSonomy. With the intention to develop, test, and evaluate recommendation algorithms and supporting cooperation with researchers, we designed the framework to be easily extensible,open for a variety of methods, and usable independent from BibSonomy. Furthermore, this paper presents an evaluation of two exemplarily deployed recommendation methods, demonstratingthe power of the framework.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value=":13_Recommender.pdf:PDF" swrc:key="file"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Robert Jäschke"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Folke Eisterlehner"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Andreas Hotho"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Gerd Stumme"/></rdf:_4></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Dominik Benz"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Frederik Janssen"/></rdf:_2></rdf:Seq></swrc:editor></rdf:Description></rdf:RDF>