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   keywords    = {attended itegpub myown www2009},
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   description = {Social bookmarking systems and their emergent information structures, known as folksonomies, are increasingly important data sources for Semantic Web applications. A key question for harvesting semantics from these systems is how to extend and adapt traditional notions of similarity to folksonomies, and which measures are best suited for applications such as navigation support, semantic search, and ontology learning. Here we build an evaluation framework to compare various general folksonomy-based similarity measures derived from established information-theoretic, statistical, and practical measures. Our framework deals generally and symmetrically with users, tags, and resources. For evaluation purposes we focus on similarity among tags and resources, considering different ways to aggregate annotations across users. After comparing how tag similarity measures predict user-created tag relations, we provide an external grounding by user-validated semantic proxies based on WordNet and the Open Directory. We also investigate the issue of scalability. We find that mutual information with distributional micro-aggregation across users yields the highest accuracy, but is not scalable; per-user projection with collaborative aggregation provides the best scalable approach via incremental computations. The results are consistent across resource and tag similarity.},
   interhash   = {46eda654027b5d4f8003158f9c00643c}, 
   intrahash   = {46eda654027b5d4f8003158f9c00643c}
}

@electronic{www.ismll.uni-hildesheim.de,
   title       = {Caribo Bookmark Classifier}, 
   url         = {http://www.ismll.uni-hildesheim.de/software/caribo/index_en.html},
   biburl      = {https://puma.uni-kassel.de/url/af44107143ec068efc69af7a5e1b0e56/benz},
   keywords    = {bookmark_classification caribo itegpub myown sitebar studienarbeit},
   added-at    = {2011-02-04T16:08:17.000+0100},
   description = {},
   interhash   = {af44107143ec068efc69af7a5e1b0e56}, 
   intrahash   = {af44107143ec068efc69af7a5e1b0e56}
}

@electronic{videolectures.net,
   title       = {Characterizing Semantic Relatedness of Search Query Terms}, 
   url         = {http://videolectures.net/ecmlpkdd09_benz_csrsqt/},
   biburl      = {https://puma.uni-kassel.de/url/6b6615f17e72235b047578c002f3961e/benz},
   keywords    = {ecmlpkdd itegpub myown talk},
   added-at    = {2011-02-04T16:07:56.000+0100},
   description = {tripartite },
   interhash   = {6b6615f17e72235b047578c002f3961e}, 
   intrahash   = {6b6615f17e72235b047578c002f3961e}
}

@electronic{futurezone.orf.at,
   title       = {Wie verknüpfte Tags der Web-Welt nützen - futurezone.ORF.at}, 
   url         = {http://futurezone.orf.at/stories/1645573/},
   biburl      = {https://puma.uni-kassel.de/url/ee05c527a6c9287c13349bbd9e5f3afe/benz},
   keywords    = {interview markus_strohmaier myown orf orf.at strohmaier www2010},
   added-at    = {2011-02-04T16:07:29.000+0100},
   description = {},
   interhash   = {ee05c527a6c9287c13349bbd9e5f3afe}, 
   intrahash   = {ee05c527a6c9287c13349bbd9e5f3afe}
}

@electronic{www.computerwoche.de,
   title       = {Stop Thinking, Start Tagging: Einsatz von Tags verbessert Websuche deutlich - computerwoche.de}, 
   url         = {http://www.computerwoche.de/netzwerke/web/1934448/},
   biburl      = {https://puma.uni-kassel.de/url/a37074e641e72a9b19263e17b3b2be24/benz},
   keywords    = {myown review www2010},
   added-at    = {2011-02-04T16:07:28.000+0100},
   description = {Wenn sich die Tags im Web zu einem Begriffsnetz verknüpfen lassen, wird die Suche optimiert. Österreichische Forscher arbeiten daran.},
   interhash   = {a37074e641e72a9b19263e17b3b2be24}, 
   intrahash   = {a37074e641e72a9b19263e17b3b2be24}
}

@electronic{www.slideshare.net,
   title       = {Stop thinking, start tagging - Tag Semantics emerge from Collaborative Verbosity}, 
   url         = {http://www.slideshare.net/dbenz/stop-thinking-start-tagging-tag-semantics-emerge-from-collaborative-verbosity},
   biburl      = {https://puma.uni-kassel.de/url/bc7f22e04287b8953aaa6a2f290912a8/benz},
   keywords    = {2010 myown slides slideshare www2010},
   added-at    = {2011-02-04T16:07:27.000+0100},
   description = {},
   interhash   = {bc7f22e04287b8953aaa6a2f290912a8}, 
   intrahash   = {bc7f22e04287b8953aaa6a2f290912a8}
}

@electronic{www.ht2011.org,
   title       = {HT2011: 22nd ACM Conference on Hypertext and Hypermedia}, 
   url         = {http://www.ht2011.org/},
   biburl      = {https://puma.uni-kassel.de/url/a3017b738f7420bfa99f2205d83545e2/hotho},
   keywords    = {acm conference ht2011 hypertext myown session track},
   added-at    = {2011-01-21T11:36:09.000+0100},
   description = {HT2011 is the 22nd ACM conference on hyptertext and hypermedia. Eindhoven, The Netherlands, June 6-9, 2011},
   interhash   = {a3017b738f7420bfa99f2205d83545e2}, 
   intrahash   = {a3017b738f7420bfa99f2205d83545e2}
}

@electronic{academic.research.microsoft.com,
   title       = {Andreas Hotho - Microsoft Academic Search}, 
   url         = {http://academic.research.microsoft.com/Author/1348132.aspx},
   biburl      = {https://puma.uni-kassel.de/url/f60fdc58f076c1b1a80bd10d4a15c21d/hotho},
   keywords    = {academic microsoft myown researcher search},
   added-at    = {2010-10-04T10:41:13.000+0200},
   description = {View Andreas Hotho's professional profile. },
   interhash   = {f60fdc58f076c1b1a80bd10d4a15c21d}, 
   intrahash   = {f60fdc58f076c1b1a80bd10d4a15c21d}
}

@electronic{moodle.uni-kassel.de,
   title       = {Teaching: Knowledge Discovery in Databases 2009}, 
   url         = {https://moodle.uni-kassel.de/moodle/course/view.php?id=3551&edit=off&sesskey=u6DTun905R},
   biburl      = {https://puma.uni-kassel.de/url/7e6384756ab7efeb4617c9070da8b142/stephandoerfel},
   keywords    = {2009 cours discovery kdd kde knowledge kurs moodle myown},
   added-at    = {2010-07-28T10:33:27.000+0200},
   description = {Die Homepage zum Kurs Knowledge Discovery in Databases im Wintersemester 2009/2010},
   interhash   = {7e6384756ab7efeb4617c9070da8b142}, 
   intrahash   = {7e6384756ab7efeb4617c9070da8b142}
}

@electronic{www.kde.cs.uni-kassel.de,
   title       = {Mining Ubiquitous and Social Environments - Workshop at ECML/PKDD 2010}, 
   url         = {http://www.kde.cs.uni-kassel.de/ws/muse2010},
   biburl      = {https://puma.uni-kassel.de/url/f3a49dcf5c170e1aff0cc905c11d2254/hotho},
   keywords    = {2010 data mining myown social web workshop},
   added-at    = {2010-05-03T11:18:00.000+0200},
   description = {},
   interhash   = {f3a49dcf5c170e1aff0cc905c11d2254}, 
   intrahash   = {f3a49dcf5c170e1aff0cc905c11d2254}
}

@electronic{opac.bibliothek.uni-kassel.de,
   title       = {OPC4 - start/welcome}, 
   url         = {http://opac.bibliothek.uni-kassel.de/},
   biburl      = {https://puma.uni-kassel.de/url/081fc41f99312379fb6845afbc42041a/billmann},
   keywords    = {myown opc4 start},
   added-at    = {2010-03-18T16:02:51.000+0100},
   description = {},
   interhash   = {081fc41f99312379fb6845afbc42041a}, 
   intrahash   = {081fc41f99312379fb6845afbc42041a}
}

@electronic{kmi.tugraz.at,
   title       = {Workshop on Modeling Social Media 2010 (MSM'10) at Hypertext 2010, Toronto, Canada}, 
   url         = {http://kmi.tugraz.at/workshop/MSM10/},
   biburl      = {https://puma.uni-kassel.de/url/f3d4dff996144c03ab43bc8e328c80ce/hotho},
   keywords    = {2010 canada hypertext media modeling myown social workshop},
   added-at    = {2010-03-07T16:45:43.000+0100},
   description = {},
   interhash   = {f3d4dff996144c03ab43bc8e328c80ce}, 
   intrahash   = {f3d4dff996144c03ab43bc8e328c80ce}
}

@electronic{www.kde.cs.uni-kassel.de,
   title       = {ECML PKDD Discovery Challenge 2009}, 
   url         = {http://www.kde.cs.uni-kassel.de/ws/dc09/},
   biburl      = {https://puma.uni-kassel.de/url/7001b687380abf174e646ed8858b8d84/hotho},
   keywords    = {2009 challenge discovery ecml myown pkdd workshop},
   added-at    = {2009-03-30T16:12:25.000+0200},
   description = {mendation service which can be called via HTTP by BibSonomy's recommender when a user posts a bookmark or publication. All participating recommenders are called on each posting process, one of them is choosen to actually deliver the results to the user. We can then measure },
   interhash   = {7001b687380abf174e646ed8858b8d84}, 
   intrahash   = {7001b687380abf174e646ed8858b8d84}
}

@electronic{iasc2.diee.unica.it,
   title       = {IIA 2008 » Invited Speakers}, 
   url         = {http://iasc2.diee.unica.it/iia2008/index.php/invited-speakers/},
   biburl      = {https://puma.uni-kassel.de/url/4fe94a9c3293f474968f5e8c2ad7ec62/hotho},
   keywords    = {2.0 2008 invited myown speaker web},
   added-at    = {2008-11-25T16:40:05.000+0100},
   description = {},
   interhash   = {4fe94a9c3293f474968f5e8c2ad7ec62}, 
   intrahash   = {4fe94a9c3293f474968f5e8c2ad7ec62}
}

@electronic{kcap09.stanford.edu,
   title       = {K-CAP 2009 - The Fifth International Conference on Knowledge Capture}, 
   url         = {http://kcap09.stanford.edu/},
   biburl      = {https://puma.uni-kassel.de/url/bf1c1ab8420ab1938d49d9c657eac0cf/hotho},
   keywords    = {2009 conference kcap knowledge myown workshop},
   added-at    = {2008-11-14T15:45:24.000+0100},
   description = {},
   interhash   = {bf1c1ab8420ab1938d49d9c657eac0cf}, 
   intrahash   = {bf1c1ab8420ab1938d49d9c657eac0cf}
}

@electronic{www.ht2009.org,
   title       = {Hypertext 2009}, 
   url         = {http://www.ht2009.org/},
   biburl      = {https://puma.uni-kassel.de/url/ff7794cf47b855b789bf286b3c425424/hotho},
   keywords    = {2009 chair conference ht09 hypertext link myown session track},
   added-at    = {2008-10-31T11:44:39.000+0100},
   description = {},
   interhash   = {ff7794cf47b855b789bf286b3c425424}, 
   intrahash   = {ff7794cf47b855b789bf286b3c425424}
}

@electronic{kmi.tugraz.at,
   title       = {KASW'08: Workshop on Knowledge Acquisition from the Social Web}, 
   url         = {http://kmi.tugraz.at/workshop/KASW08/},
   biburl      = {https://puma.uni-kassel.de/url/1c13c484de00bf2396d2f583ea060c04/hotho},
   keywords    = {2008 mining myown social sw workshop},
   added-at    = {2008-06-16T10:49:43.000+0200},
   description = {},
   interhash   = {1c13c484de00bf2396d2f583ea060c04}, 
   intrahash   = {1c13c484de00bf2396d2f583ea060c04}
}