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    AuthorTitleYearJournal/ProceedingsReftypeDOI/URL
    Markines, B., Cattuto, C. & Menczer, F. Social spam detection. 2009 AIRWeb, pp. 41-48  inproceedings URL 
    BibTeX:
    @inproceedings{conf/airweb/MarkinesCM09,
      author = {Markines, Benjamin and Cattuto, Ciro and Menczer, Filippo},
      title = {Social spam detection.},
      booktitle = {AIRWeb},
      year = {2009},
      pages = {41-48},
      url = {http://dblp.uni-trier.de/db/conf/airweb/airweb2009.html#MarkinesCM09}
    }
    
    Benz, D. & Hotho, A. Position Paper: Ontology Learning from Folksonomies. 2007 LWA 2007: Lernen - Wissen - Adaption, Halle, September 2007, Workshop Proceedings (LWA), pp. 109-112  inproceedings URL 
    BibTeX:
    @inproceedings{Benz07OL,
      author = {Benz, Dominik and Hotho, Andreas},
      title = {Position Paper: Ontology Learning from Folksonomies.},
      booktitle = {LWA 2007: Lernen - Wissen - Adaption, Halle, September 2007, Workshop Proceedings (LWA)},
      publisher = {Martin-Luther-University Halle-Wittenberg},
      year = {2007},
      pages = {109-112},
      url = {http://dblp.uni-trier.de/db/conf/lwa/lwa2007.html#BenzH07}
    }
    
    Cattuto, C., Loreto, V. & Pietronero, L. Collaborative Tagging and Semiotic Dynamics 2007 PNAS
    Vol. 104, pp. 1461 
    article URL 
    Abstract: Collaborative tagging has been quickly gaining ground because of its ability to recruit the activity of web users into effectively organizing and sharing vast amounts of information. Here we collect data from a popular system and investigate the statistical properties of tag co-occurrence. We introduce a stochastic model of user behavior embodying two main aspects of collaborative tagging: (i) a frequency-bias mechanism related to the idea that users are exposed to each other's tagging activity; (ii) a notion of memory - or aging of resources - in the form of a heavy-tailed access to the past state of the system. Remarkably, our simple modeling is able to account quantitatively for the observed experimental features, with a surprisingly high accuracy. This points in the direction of a universal behavior of users, who - despite the complexity of their own cognitive processes and the uncoordinated and selfish nature of their tagging activity - appear to follow simple activity patterns.
    BibTeX:
    @article{cattuto-2007-104,
      author = {Cattuto, Ciro and Loreto, Vittorio and Pietronero, Luciano},
      title = {Collaborative Tagging and Semiotic Dynamics},
      journal = {PNAS},
      year = {2007},
      volume = {104},
      pages = {1461},
      url = {doi:10.1073/pnas.0610487104}
    }
    
    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}
    }
    
    Heymann, P., Koutrika, G. & Garcia-Molina, H. Fighting Spam on Social Web Sites: A Survey of Approaches and Future Challenges. 2007 IEEE Internet Computing
    Vol. 11(6), pp. 36-45 
    article URL 
    BibTeX:
    @article{journals/internet/HeymannKG07,
      author = {Heymann, Paul and Koutrika, Georgia and Garcia-Molina, Hector},
      title = {Fighting Spam on Social Web Sites: A Survey of Approaches and Future Challenges.},
      journal = {IEEE Internet Computing},
      year = {2007},
      volume = {11},
      number = {6},
      pages = {36-45},
      url = {http://dblp.uni-trier.de/db/journals/internet/internet11.html#HeymannKG07}
    }
    
    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}
    }
    
    Kolari, P., Finin, T., Yesha, Y., Yesha, Y., Lyons, K., Perelgut, S. & Hawkins, J. On the Structure, Properties and Utility of Internal Corporate Blogs 2007 Proceedings of the International Conference on Weblogs and Social Media (ICWSM 2007)  inproceedings URL 
    BibTeX:
    @inproceedings{kolari2007blogs,
      author = {Kolari, Pranam and Finin, Tim and Yesha, Yelena and Yesha, Yaacov and Lyons, Kelly and Perelgut, Stephen and Hawkins, Jen},
      title = {On the Structure, Properties and Utility of Internal Corporate Blogs},
      booktitle = {Proceedings of the International Conference on Weblogs and Social Media (ICWSM 2007)},
      year = {2007},
      note = {Nominated for Best Paper Award},
      url = {http://ebiquity.umbc.edu/get/a/publication/341.pdf}
    }
    
    Koutrika, G., Effendi, F.A., Gyöngyi, Z., Heymann, P. & Garcia-Molina, H. Combating spam in tagging systems 2007 AIRWeb '07: Proceedings of the 3rd international workshop on Adversarial information retrieval on the web, pp. 57-64  inproceedings DOI URL 
    BibTeX:
    @inproceedings{koutrika2007combating,
      author = {Koutrika, Georgia and Effendi, Frans Adjie and Gyöngyi, Zoltán and Heymann, Paul and Garcia-Molina, Hector},
      title = {Combating spam in tagging systems},
      booktitle = {AIRWeb '07: Proceedings of the 3rd international workshop on Adversarial information retrieval on the web},
      publisher = {ACM Press},
      year = {2007},
      pages = {57--64},
      url = {http://portal.acm.org/citation.cfm?id=1244408.1244420},
      doi = {http://doi.acm.org/10.1145/1244408.1244420}
    }
    
    Nauman, M. & Khan, S. Using PersonalizedWeb Search for Enhancing Common Sense and Folksonomy Based Intelligent Search Systems 2007 wi
    Vol. 0, pp. 423-426 
    article DOI  
    BibTeX:
    @article{10.1109/WI.2007.108,
      author = {Nauman, Mohammad and Khan, Shahbaz},
      title = {Using PersonalizedWeb Search for Enhancing Common Sense and Folksonomy Based Intelligent Search Systems},
      journal = {wi},
      publisher = {IEEE Computer Society},
      year = {2007},
      volume = {0},
      pages = {423-426},
      doi = {http://doi.ieeecomputersociety.org/10.1109/WI.2007.108}
    }
    
    Sinclair, J. & Cardew-Hall, M. The folksonomy tag cloud: When is it useful? 2007 Journal of Information Science, pp. 016555150607808  article  
    BibTeX:
    @article{sinclair:ftc,
      author = {Sinclair, J. and Cardew-Hall, M.},
      title = {The folksonomy tag cloud: When is it useful?},
      journal = {Journal of Information Science},
      publisher = {CILIP},
      year = {2007},
      pages = {016555150607808}
    }
    
    Wurst, M. & Morik, K. Distributed feature extraction in a p2p setting: a case study 2007 Future Gener. Comput. Syst.
    Vol. 23(1), pp. 69-75 
    article DOI URL 
    BibTeX:
    @article{1276056,
      author = {Wurst, Michael and Morik, Katharina},
      title = {Distributed feature extraction in a p2p setting: a case study},
      journal = {Future Gener. Comput. Syst.},
      publisher = {Elsevier Science Publishers B. V.},
      year = {2007},
      volume = {23},
      number = {1},
      pages = {69--75},
      url = {http://portal.acm.org/citation.cfm?id=1276056},
      doi = {http://dx.doi.org/10.1016/j.future.2006.04.004}
    }
    
    Capocci, A., Servedio, V.D.P., Colaiori, F., Buriol, L.S., Donato, D., Leonardi, S. & Caldarelli, G. Preferential attachment in the growth of social networks: the case of Wikipedia 2006 CoRR
    Vol. abs/physics/0602026 
    article URL 
    BibTeX:
    @article{journals/corr/abs-physics-0602026,
      author = {Capocci, Andrea and Servedio, Vito Domenico Pietro and Colaiori, Francesca and Buriol, Luciana S. and Donato, Debora and Leonardi, Stefano and Caldarelli, Guido},
      title = {Preferential attachment in the growth of social networks: the case of Wikipedia},
      journal = {CoRR},
      year = {2006},
      volume = {abs/physics/0602026},
      note = {informal publication},
      url = {http://dblp.uni-trier.de/db/journals/corr/corr0602.html#abs-physics-0602026}
    }
    
    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}
    }
    
    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}
    }
    
    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}
    }
    
    Sen, S., Lam, S.K., Rashid, A.M., Cosley, D., Frankowski, D., Osterhouse, J., Harper, F.M. & Riedl, J. tagging, communities, vocabulary, evolution 2006 CSCW '06: Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work, pp. 181-190  inproceedings DOI URL 
    Abstract: A tagging community's vocabulary of tags forms the basis for social navigation and shared expression.We present a user-centric model of vocabulary evolution in tagging communities based on community influence and personal tendency. We evaluate our model in an emergent tagging system by introducing tagging features into the MovieLens recommender system.We explore four tag selection algorithms for displaying tags applied by other community members. We analyze the algorithms 'effect on vocabulary evolution, tag utility, tag adoption, and user satisfaction.
    BibTeX:
    @inproceedings{1180904,
      author = {Sen, Shilad and Lam, Shyong K. and Rashid, Al Mamunur and Cosley, Dan and Frankowski, Dan and Osterhouse, Jeremy and Harper, F. Maxwell and Riedl, John},
      title = {tagging, communities, vocabulary, evolution},
      booktitle = {CSCW '06: Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work},
      publisher = {ACM},
      year = {2006},
      pages = {181--190},
      url = {http://portal.acm.org/citation.cfm?id=1180904},
      doi = {http://doi.acm.org/10.1145/1180875.1180904}
    }
    
    Stumme, G. A Finite State Model for On-Line Analytical Processing in Triadic Contexts 2005
    Vol. 3403Proc. 3rd Intl. Conf. on Formal Concept Analysis, pp. 315-328 
    inproceedings URL 
    BibTeX:
    @inproceedings{stumme05finite,
      author = {Stumme, Gerd},
      title = {A Finite State Model for On-Line Analytical Processing in
    
    Triadic Contexts}, booktitle = {Proc. 3rd Intl. Conf. on Formal Concept Analysis}, publisher = {Springer}, year = {2005}, volume = {3403}, pages = {315-328}, url = {http://www.kde.cs.uni-kassel.de/stumme/papers/2005/stumme2005finite.pdf} }
    Heylighen, F. Bootstrapping knowledge representations: from entailment meshes via semantic nets to learning webs 2001 Kybernetes
    Vol. 30(5/6), pp. 691-722 
    article URL 
    BibTeX:
    @article{heylighen98bootstrapping,
      author = {Heylighen, Francis},
      title = {Bootstrapping knowledge representations: from entailment meshes via semantic nets to learning webs},
      journal = {Kybernetes},
      year = {2001},
      volume = {30},
      number = {5/6},
      pages = {691--722},
      url = {citeseer.nj.nec.com/francis96bootstrapping.html}
    }
    
    Lehmann, F. & Wille, R. A triadic approach to formal concept analysis 1995 (954)Conceptual structures: applications, implementation and theory, pp. 32-43  inproceedings  
    BibTeX:
    @inproceedings{LehmannWille95,
      author = {Lehmann, Fritz and Wille, Rudolf},
      title = {A triadic approach to formal concept analysis},
      booktitle = {Conceptual structures: applications, implementation and theory},
      publisher = {Springer--Verlag},
      year = {1995},
      number = {954},
      pages = {32-43}
    }
    

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