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AuthorTitleYearJournal/ProceedingsReftypeDOI/URL
Jäschke, R., Hotho, A., Schmitz, C., Ganter, B. & Stumme, G. Discovering Shared Conceptualizations in Folksonomies 2008 Web Semantics: Science, Services and Agents on the World Wide WebSemantic Web and Web 2.0   article DOIURL  
Abstract: Social bookmarking tools are rapidly emerging on the Web. In such systems users are setting up lightweight conceptual structures called folksonomies. Unlike ontologies, shared conceptualizations are not formalized, but rather implicit. We present a new data mining task, the mining of all frequent tri-concepts, together with an efficient algorithm, for discovering these implicit shared conceptualizations. Our approach extends the data mining task of discovering all closed itemsets to three-dimensional data structures to allow for mining folksonomies. We provide a formal definition of the problem, and present an efficient algorithm for its solution. Finally, we show the applicability of our approach on three large real-world examples.
BibTeX:
@article{jaeschke2008discovering,
  author = {Jäschke, Robert and Hotho, Andreas and Schmitz, Christoph and Ganter, Bernhard and Stumme, Gerd},
  title = {Discovering Shared Conceptualizations in Folksonomies},
  booktitle = {Semantic Web and Web 2.0},
  journal = {Web Semantics: Science, Services and Agents on the World Wide Web},
  publisher = {Elsevier},
  year = {2008},
  volume = {6},
  number = {1},
  pages = {38--53},
  url = {http://www.sciencedirect.com/science/article/B758F-4R53WD4-1/2/ae56bd6e7132074272ca2035be13781b},
  doi = {http://dx.doi.org/10.1016/j.websem.2007.11.004}
}
Cattuto, C., Schmitz, C., Baldassarri, A., Servedio, V. D. P., Loreto, V., Hotho, A., Grahl, M. & Stumme, G. Network Properties of Folksonomies 2007 AI Communications Journal, Special Issue on ``Network Analysis in Natural Sciences and Engineering''   article URL  
BibTeX:
@article{cattuto2007networkb,
  author = {Cattuto, Ciro and Schmitz, Christoph and Baldassarri, Andrea and Servedio, Vito D. P. and Loreto, Vittorio and Hotho, Andreas and Grahl, Miranda and Stumme, Gerd},
  title = {Network Properties of Folksonomies},
  journal = {AI Communications Journal, Special Issue on ``Network Analysis in Natural Sciences and Engineering''},
  publisher = {IOS Press},
  year = {2007},
  volume = {20},
  number = {4},
  pages = {245-262},
  url = {http://www.kde.cs.uni-kassel.de/stumme/papers/2007/cattuto2007network.pdf}
}
Jäschke, R., Hotho, A., Schmitz, C. & Stumme, G. Analysis of the Publication Sharing Behaviour in BibSonomy 2007 Proceedings of the 15th International Conference on Conceptual Structures (ICCS 2007)   inproceedings  
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.
BibTeX:
@inproceedings{jaeschke2007analysis,
  author = {Jäschke, Robert and Hotho, Andreas and Schmitz, Christoph and Stumme, Gerd},
  title = {Analysis of the Publication Sharing Behaviour in {BibSonomy}},
  booktitle = {Proceedings of the 15th International Conference on Conceptual Structures (ICCS 2007)},
  publisher = {Springer-Verlag},
  year = {2007},
  volume = {4604},
  pages = {283--295}
}
Jäschke, R., Grahl, M., Hotho, A., Krause, B., Schmitz, C. & Stumme, G. Organizing Publications and Bookmarks in BibSonomy 2007 Workshop on Social and Collaborative Construction of Structured Knowledge (CKC 2007) at WWW 2007   inproceedings URL  
BibTeX:
@inproceedings{jaeschke2007organizing,
  author = {Jäschke, Robert and Grahl, Miranda and Hotho, Andreas and Krause, Beate and Schmitz, Christoph and Stumme, Gerd},
  title = {Organizing Publications and Bookmarks in BibSonomy},
  booktitle = {Workshop on Social and Collaborative Construction of Structured Knowledge (CKC 2007) at WWW 2007},
  year = {2007},
  url = {http://www2007.org/workshops/paper_25.pdf}
}
Hotho, A., Jäschke, R., Schmitz, C. & Stumme, G. BibSonomy: A Social Bookmark and Publication Sharing System 2006 Proceedings of the First Conceptual Structures Tool Interoperability Workshop at the 14th International Conference on Conceptual Structures   inproceedings URL  
Abstract: Social bookmark tools are rapidly emerging on the Web. In suchsystems users are setting up lightweight conceptual structurescalled folksonomies. The reason for their immediate success is thefact that no specific skills are needed for participating. In thispaper we specify a formal model for folksonomies and briefly describe our own system BibSonomy, which allows for sharing both bookmarksand publication references in a kind of personal library.
BibTeX:
@inproceedings{hotho2006bibsonomy,
  author = {Hotho, Andreas and Jäschke, Robert and Schmitz, Christoph and Stumme, Gerd},
  title = {{BibSonomy}: A Social Bookmark and Publication Sharing System},
  booktitle = {Proceedings of the First Conceptual Structures Tool Interoperability Workshop at the 14th International Conference on Conceptual Structures},
  publisher = {Aalborg Universitetsforlag},
  year = {2006},
  pages = {87-102},
  url = {http://www.kde.cs.uni-kassel.de/stumme/papers/2006/hotho2006bibsonomy.pdf}
}
Hotho, A., Jäschke, R., Schmitz, C. & Stumme, G. Emergent Semantics in BibSonomy 2006 Informatik 2006 -- Informatik für Menschen. Band 2   inproceedings URL  
Abstract: Social bookmark tools are rapidly emerging on the Web. In suchsystems users are setting up lightweight conceptual structurescalled folksonomies. The reason for their immediate success is thefact that no specific skills are needed for participating. In thispaper we specify a formal model for folksonomies, briefly describeour own system BibSonomy, which allows for sharing both bookmarks andpublication references, and discuss first steps towards emergent semantics.
BibTeX:
@inproceedings{hotho2006emergent,
  author = {Hotho, Andreas and Jäschke, Robert and Schmitz, Christoph and Stumme, Gerd},
  title = {Emergent Semantics in BibSonomy},
  booktitle = {Informatik 2006 -- Informatik für Menschen. Band 2},
  publisher = {Gesellschaft für Informatik},
  year = {2006},
  volume = {P-94},
  note = {Proc. Workshop on Applications of Semantic Technologies, Informatik 2006},
  url = {http://www.kde.cs.uni-kassel.de/stumme/papers/2006/hotho2006emergent.pdf}
}
Hotho, A., Jäschke, R., Schmitz, C. & Stumme, G. Information Retrieval in Folksonomies: Search and Ranking 2006 The Semantic Web: Research and Applications   inproceedings  
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. At the moment, however, the information retrieval support is limited. We present a formal model and a new search algorithm for folksonomies,called FolkRank, that exploits the structure of the folksonomy. The proposed algorithm is also applied to findcommunities within the folksonomy and is used to structure search results. All findings are demonstrated on a large scale dataset.
BibTeX:
@inproceedings{hotho2006information,
  author = {Hotho, Andreas and Jäschke, Robert and Schmitz, Christoph and Stumme, Gerd},
  title = {Information Retrieval in Folksonomies: Search and Ranking},
  booktitle = {The Semantic Web: Research and Applications},
  publisher = {Springer},
  year = {2006},
  volume = {4011},
  pages = {411-426}
}
Hotho, A., Jäschke, R., Schmitz, C. & Stumme, G. Trend Detection in Folksonomies 2006 Proc. First International Conference on Semantics And Digital Media Technology (SAMT)   inproceedings URL  
Abstract: As the number of resources on the web exceeds by far the number ofdocuments one can track, it becomes increasingly difficult to remainup to date on ones own areas of interest. The problem becomes moresevere with the increasing fraction of multimedia data, from whichit is difficult to extract some conceptual description of theircontents.One way to overcome this problem are social bookmark tools, whichare rapidly emerging on the web. In such systems, users are settingup lightweight conceptual structures called folksonomies, andovercome thus the knowledge acquisition bottleneck. As more and morepeople participate in the effort, the use of a common vocabularybecomes more and more stable. We present an approach for discoveringtopic-specific trends within folksonomies. It is based on adifferential adaptation of the PageRank algorithm to the triadichypergraph structure of a folksonomy. The approach allows for anykind of data, as it does not rely on the internal structure of thedocuments. In particular, this allows to consider different datatypes in the same analysis step. We run experiments on a large-scalereal-world snapshot of a social bookmarking system.
BibTeX:
@inproceedings{hotho2006trend,
  author = {Hotho, Andreas and Jäschke, Robert and Schmitz, Christoph and Stumme, Gerd},
  title = {Trend Detection in Folksonomies},
  booktitle = {Proc. First International Conference on Semantics And Digital Media Technology (SAMT) },
  publisher = {Springer},
  year = {2006},
  volume = {4306},
  pages = {56-70},
  url = {http://www.kde.cs.uni-kassel.de/stumme/papers/2006/hotho2006trend.pdf}
}
Jäschke, R., Hotho, A., Schmitz, C., Ganter, B. & Stumme, G. TRIAS - An Algorithm for Mining Iceberg Tri-Lattices 2006 Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 06)   inproceedings DOIURL  
Abstract: In this paper, we present the foundations for mining frequent tri-concepts, which extend the notion of closed itemsets to three-dimensional data to allow for mining folksonomies. We provide a formal definition of the problem, and present an efficient algorithm for its solution as well as experimental results on a large real-world example.
BibTeX:
@inproceedings{jaeschke2006trias,
  author = {Jäschke, Robert and Hotho, Andreas and Schmitz, Christoph and Ganter, Bernhard and Stumme, Gerd},
  title = {TRIAS - An Algorithm for Mining Iceberg Tri-Lattices},
  booktitle = {Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 06)},
  publisher = {IEEE Computer Society},
  year = {2006},
  pages = {907-911},
  url = {http://www.kde.cs.uni-kassel.de/jaeschke/paper/jaeschke06trias.pdf},
  doi = {http://doi.ieeecomputersociety.org/10.1109/ICDM.2006.162}
}

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