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    AuthorTitleYearJournal/ProceedingsReftypeDOI/URL
    Benz, D., Tso, K.H.L. & Schmidt-Thieme, L. Supporting Collaborative Hierarchical Classification: Bookmarks as an Example 2007 Special Issue of the Computer Networks journal on Innovations in Web Communications Infrastructure  article  
    BibTeX:
    @article{benz07-supporting,
      author = {Benz, Dominik and Tso, Karen H. L. and Schmidt-Thieme, Lars},
      title = {Supporting Collaborative Hierarchical Classification: Bookmarks as an Example},
      journal = {Special Issue of the Computer Networks journal on Innovations in Web Communications Infrastructure},
      year = {2007}
    }
    
    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
    Vol. 20(4), pp. 245 - 262 
    article URL 
    BibTeX:
    @article{cattuto2007network,
      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},
      year = {2007},
      volume = {20},
      number = {4},
      pages = {245 - 262},
      url = {http://www.kde.cs.uni-kassel.de/hotho/pub/2007/aicomm_2007_folksonomy_clustering.pdf}
    }
    
    Grahl, M., Hotho, A. & Stumme, G. Conceptual Clustering of Social Bookmarking Sites 2007 7th International Conference on Knowledge Management (I-KNOW '07), pp. 356-364  inproceedings  
    Abstract: Currently, social bookmarking systems provide intuitive support for browsing locally their content. A global view is usually presented by the tag cloud of the system, but it does not allow a conceptual drill-down, e. g., along a conceptual hierarchy. In this paper, we present a clustering approach for computing such a conceptual hierarchy for a given folksonomy. The hierarchy is complemented with ranked lists of users and resources most related to each cluster. The rankings are computed using our FolkRank algorithm. We have evaluated our approach on large scale data from the del.icio.us bookmarking system.
    BibTeX:
    @inproceedings{grahl2007clustering,
      author = {Grahl, Miranda and Hotho, Andreas and Stumme, Gerd},
      title = {Conceptual Clustering of Social Bookmarking Sites},
      booktitle = {7th International Conference on Knowledge Management (I-KNOW '07)},
      publisher = {Know-Center},
      year = {2007},
      pages = {356-364}
    }
    
    Jäschke, R., Marinho, L.B., Hotho, A., Schmidt-Thieme, L. & Stumme, G. Tag Recommendations in Folksonomies 2007
    Vol. 4702Knowledge Discovery in Databases: PKDD 2007, 11th European Conference on Principles and Practice of Knowledge Discovery in Databases, Warsaw, Poland, September 17-21, 2007, Proceedings, pp. 506-514 
    inproceedings URL 
    BibTeX:
    @inproceedings{jaschke07recommender,
      author = {Jäschke, Robert and Marinho, Leandro Balby and Hotho, Andreas and Schmidt-Thieme, Lars and Stumme, Gerd},
      title = {Tag Recommendations in Folksonomies},
      booktitle = {Knowledge Discovery in Databases: PKDD 2007, 11th European Conference on Principles and Practice of Knowledge Discovery in Databases, Warsaw, Poland, September 17-21, 2007, Proceedings},
      publisher = {Springer},
      year = {2007},
      volume = {4702},
      pages = {506-514},
      url = {http://www.kde.cs.uni-kassel.de/hotho/pub/2007/Tag_Recommender_in_Folksonomies_final.pdf}
    }
    
    Cattuto, C., Loreto, V. & Servedio, V.D. A Yule-Simon process with memory 2006 Europhysics Letters
    Vol. 76(2), pp. 208-214 
    article URL 
    Abstract: The Yule-Simon model has been used as a tool to describe the growth of diverse systems, acquiring a paradigmatic character in many fields of research. Here we study a modified Yule-Simon model that takes into account the full history of the system by means of a hyperbolic memory kernel. We show how the memory kernel changes the properties of preferential attachment and provide an approximate analytical solution for the frequency distribution density as well as for the frequency-rank distribution.
    BibTeX:
    @article{cls_yulesimon,
      author = {Cattuto, Ciro and Loreto, Vittorio and Servedio, Vito D.P.},
      title = {A Yule-Simon process with memory},
      journal = {Europhysics Letters},
      year = {2006},
      volume = {76},
      number = {2},
      pages = {208-214},
      url = {http://www.iop.org/EJ/article/0295-5075/76/2/208/epl9598.html}
    }
    
    Hotho, A., Jäschke, R., Schmitz, C. & Stumme, G. Information Retrieval in Folksonomies: Search and Ranking 2006
    Vol. 4011Proceedings of the 3rd European Semantic Web Conference , pp. 411-426 
    inproceedings URL 
    BibTeX:
    @inproceedings{hotho2006information,
      author = {Hotho, Andreas and Jäschke, Robert and Schmitz, Christoph and Stumme, Gerd},
      title = {Information Retrieval in Folksonomies: Search and Ranking},
      booktitle = {Proceedings of the 3rd European Semantic Web Conference },
      publisher = {Springer},
      year = {2006},
      volume = {4011},
      pages = {411-426},
      url = {http://www.kde.cs.uni-kassel.de/hotho/pub/2006/seach2006hotho_eswc.pdf}
    }
    
    Hotho, A., Jäschke, R., Schmitz, C. & Stumme, G. Trend Detection in Folksonomies 2006
    Vol. 4306Proc. First International Conference on Semantics And Digital Media Technology (SAMT), pp. 56-70 
    inproceedings URL 
    BibTeX:
    @inproceedings{hotho06trend,
      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://dblp.uni-trier.de/db/conf/samt/samt2006.html#HothoJSS06}
    }
    
    Jäschke, R., Hotho, A., Schmitz, C., Ganter, B. & Stumme, G. TRIAS - An Algorithm for Mining Iceberg Tri-Lattices 2006 Proc. 6th ICDM conference  inproceedings DOI  
    BibTeX:
    @inproceedings{trias2006jaeschke,
      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 = {Proc. 6th ICDM conference},
      year = {2006},
      doi = {http://doi.ieeecomputersociety.org/10.1109/ICDM.2006.162}
    }
    
    Marlow, C., Naaman, M., Boyd, D. & Davis, M. Position Paper, Tagging, Taxonomy, Flickr, Article, ToRead 2006 Collaborative Web Tagging Workshop at WWW2006  inproceedings URL 
    Abstract: In recent years, tagging systems have become increasingly popular. These systems enable users to add keywords (i.e., “tags”) to Internet resources (e.g., web pages, images, videos) without relying on a controlled vocabulary. Tagging systems have the potential to improve search, spam detection, reputation systems, and personal organization while introducing new modalities of social communication and opportunities for data mining. This potential is largely due to the social structure that underlies many of the current systems. Despite the rapid expansion of applications that support tagging of resources, tagging systems are still not well studied or understood. In this paper, we provide a short description of the academic related work to date. We offer a model of tagging systems, specifically in the context of web-based systems, to help us illustrate the possible benefits of these tools. Since many such systems already exist, we provide a taxonomy of tagging systems to help inform their analysis and design, and thus enable researchers to frame and compare evidence for the sustainability of such systems. We also provide a simple taxonomy of incentives and contribution models to inform potential evaluative frameworks. While this work does not present comprehensive empirical results, we present a preliminary study of the photosharing and tagging system Flickr to demonstrate our model and explore some of the issues in one sample system. This analysis helps us outline and motivate possible future directions of research in tagging systems.
    BibTeX:
    @inproceedings{marlow2006position,
      author = {Marlow, Cameron and Naaman, Mor and Boyd, Danah and Davis, Marc},
      title = {Position Paper, Tagging, Taxonomy, Flickr, Article, ToRead},
      booktitle = {Collaborative Web Tagging Workshop at WWW2006},
      year = {2006},
      url = {http://www.danah.org/papers/WWW2006.pdf}
    }
    
    Schmitz, C., Hotho, A., Jäschke, R. & Stumme, G. Mining Association Rules in Folksonomies 2006 Data Science and Classification (Proc. IFCS 2006 Conference), pp. 261-270  inproceedings DOI URL 
    BibTeX:
    @inproceedings{schmitz2006mining,
      author = {Schmitz, Christoph and Hotho, Andreas and Jäschke, Robert and Stumme, Gerd},
      title = {Mining Association Rules in Folksonomies},
      booktitle = {Data Science and Classification (Proc. IFCS 2006 Conference)},
      publisher = {Springer},
      year = {2006},
      pages = {261-270},
      note = {Ljubljana},
      url = {http://www.kde.cs.uni-kassel.de/hotho/pub/2006/schmitz2006asso_ifcs.pdf},
      doi = {http://dx.doi.org/10.1007/3-540-34416-0_28}
    }
    
    Xu, Z., Fu, Y., Mao, J. & Su, D. Towards the Semantic Web: Collaborative Tag Suggestions 2006 Proceedings of the Collaborative Web Tagging Workshop at the WWW 2006  inproceedings  
    BibTeX:
    @inproceedings{xfms06towards,
      author = {Xu, Zhichen and Fu, Yun and Mao, Jianchang and Su, Difu},
      title = {Towards the Semantic Web: Collaborative Tag Suggestions},
      booktitle = {Proceedings of the Collaborative Web Tagging Workshop at the WWW 2006},
      year = {2006}
    }
    
    Golder, S. & Huberman, B.A. The Structure of Collaborative Tagging Systems 2005   misc URL 
    BibTeX:
    @misc{golder05structure,
      author = {Golder, Scott and Huberman, Bernardo A.},
      title = {The Structure of Collaborative Tagging Systems},
      year = {2005},
      url = {http://arxiv.org/abs/cs.DL/0508082}
    }
    
    Hammond, T., Hannay, T., Lund, B. & Scott, J. Social Bookmarking Tools (I) 2005 D-Lib Magazine  article  
    BibTeX:
    @article{hammond2005sbt,
      author = {Hammond, T. and Hannay, T. and Lund, B. and Scott, J.},
      title = {Social Bookmarking Tools (I)},
      journal = {D-Lib Magazine},
      year = {2005}
    }
    
    Lund, B., Hammond, T., Flack, M. & Hannay, T. Social Bookmarking Tools (II): A Case Study - Connotea 2005 D-Lib Magazine
    Vol. 11(4) 
    article  
    BibTeX:
    @article{lhfh05social,
      author = {Lund, Ben and Hammond, Tony and Flack, Martin and Hannay, Timo},
      title = {Social Bookmarking Tools (II): A Case Study - Connotea},
      journal = {D-Lib Magazine},
      year = {2005},
      volume = {11},
      number = {4}
    }
    
    Mazzocchi, S. Folksologies: de-idealizing ontologies 2005   misc URL 
    BibTeX:
    @misc{mazzocchi2005folksologies,
      author = {Mazzocchi, Stefano},
      title = {Folksologies: de-idealizing ontologies},
      year = {2005},
      url = {http://www.betaversion.org/~stefano/linotype/news/85/}
    }
    
    Michail, A. CollaborativeRank: Motivating People to Give Helpful and Timely Ranking Suggestions 2005 http://collabrank.web.cse.unsw.edu.au/collabrank.pdf  misc URL 
    BibTeX:
    @misc{michail2005collaborativerank,
      author = {Michail, Amir},
      title = {CollaborativeRank: Motivating People to Give Helpful and Timely Ranking Suggestions},
      year = {2005},
      note = {(work in progress)},
      url = {http://collabrank.web.cse.unsw.edu.au/collabrank.pdf}
    }
    
    Szekely, B. & Torres, E. Ranking Bookmarks and Bistros: Intelligent Community and Folksonomy Development 2005   unpublished URL 
    BibTeX:
    @unpublished{szekely2006ranking,
      author = {Szekely, Benjamin and Torres, Elias},
      title = {Ranking Bookmarks and Bistros: Intelligent Community and Folksonomy Development},
      year = {2005},
      url = {http://torrez.us/archives/2005/07/13/tagrank.pdf}
    }
    
    Newman, M. Small Worlds: The Structure of Social Networks 2000 Complexity  article URL 
    BibTeX:
    @article{newman0001118,
      author = {Newman, M.E.J.},
      title = {Small Worlds: The Structure of Social Networks},
      journal = {Complexity},
      year = {2000},
      url = {http://www.santafe.edu/research/publications/workingpapers/99-12-080.pdf}
    }
    
    Kleinberg, J.M. Authoritative sources in a hyperlinked environment 1999 Journal of the ACM
    Vol. 46(5), pp. 604-632 
    article URL 
    Abstract: . The network structure of a hyperlinked environment can be a rich source of information about the content of the environment, provided we have effective means for understanding it. We develop a set of algorithmic tools for extracting information from the link structures of such environments, and report on experiments that demonstrate their effectiveness in a variety of contexts on the World Wide Web. The central issue we address within our framework is the distillation of broad search topics,...
    BibTeX:
    @article{kleinberg1999hits,
      author = {Kleinberg, Jon M.},
      title = {Authoritative sources in a hyperlinked environment},
      journal = {Journal of the ACM},
      year = {1999},
      volume = {46},
      number = {5},
      pages = {604--632},
      url = {http://citeseer.ist.psu.edu/kleinberg99authoritative.html}
    }
    
    Page, L., Brin, S., Motwani, R. & Winograd, T. The PageRank citation ranking: Bringing order to the Web 1998 Proceedings of the 7th International World Wide Web Conference, pp. 161-172  inproceedings URL 
    BibTeX:
    @inproceedings{Pageetal98,
      author = {Page, L. and Brin, S. and Motwani, R. and Winograd, T.},
      title = {The PageRank citation ranking: Bringing order to the Web},
      booktitle = {Proceedings of the 7th International World Wide Web Conference},
      year = {1998},
      pages = {161--172},
      url = {citeseer.nj.nec.com/page98pagerank.html}
    }
    

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