@article{golder2006usage, abstract = {Collaborative tagging describes the process by which many users add metadata in the form of keywords to shared content. Recently, collaborative tagging has grown in popularity on the web, on sites that allow users to tag bookmarks, photographs and other content. In this paper we analyze the structure of collaborative tagging systems as well as their dynamic aspects. Specifically, we discovered regularities in user activity, tag frequencies, kinds of tags used, bursts of popularity in bookmarking and a remarkable stability in the relative proportions of tags within a given URL. We also present a dynamic model of collaborative tagging that predicts these stable patterns and relates them to imitation and shared knowledge. }, author = {Golder, Scott A. and Huberman, Bernardo A.}, doi = {10.1177/0165551506062337}, eprint = {http://jis.sagepub.com/cgi/reprint/32/2/198.pdf}, interhash = {df675e16fcba9cd0f6afc5c9f2a8a723}, intrahash = {f67d3599f5282425b8e0e5b383d436a0}, journal = {Journal of Information Science}, number = 2, pages = {198--208}, title = {Usage patterns of collaborative tagging systems}, url = {http://jis.sagepub.com/cgi/content/abstract/32/2/198}, volume = 32, year = 2006 } @article{zhang2002web, abstract = {Web usage mining can be very useful to search engines. This paper proposes a novel effective approach to exploit the relationships among users, queries and resources based on the search engine's log. How this method can be applied is illustrated by a Chinese image search engine.}, author = {Zhang, Dell and Dong, Yisheng}, doi = {10.1016/S1389-1286(02)00211-6}, editor = {Akyildiz, Ian F. and Rudin, Harry}, interhash = {a38a0c8a8ffc3f7afd62215a57989d63}, intrahash = {3a5f9c847318543dbf32b434656d8065}, issn = {1389-1286}, journal = {Computer Networks}, month = jun, number = 3, pages = {303--310}, publisher = {Elsevier}, title = {A novel Web usage mining approach for search engines}, url = {http://www.sciencedirect.com/science/article/B6VRG-45H0GV7-5/2/16726cebdcde67ba7aeb95cc91e797bf}, volume = 39, year = 2002 } @incollection{berendt04usage, abstract = {Semantic Web Mining aims at combining the two fast-developing research areas Semantic Web and Web Mining. Web Mining aims at discovering insights about the meaning of Web resources and their usage. Given the primarily syntactical nature of data Web mining operates on, the discovery of meaning is impossible based on these data only. Therefore, formalizations of the semantics of Web resources and navigation behavior are increasingly being used. This fits exactly with the aims of the Semantic Web: the Semantic Web enriches the WWW by machine-processable information which supports the user in his tasks. In this paper, we discuss the interplay of the Semantic Web with Web Mining, with a specific focus on usage mining.}, address = {Boston}, author = {Berendt, Bettina and Hotho, Andreas and Stumme, Gerd}, booktitle = {Data Mining Next Generation Challenges and Future Directions}, editor = {Kargupta, Hillol and Joshi, Anupam and Sivakumar, Krishnamoorthy and Yesha, Yelena}, interhash = {272317659fc9bad03d6083a7afc1bc35}, intrahash = {0ef00fe39718eae61dca4d251b14578d}, isbn = {0-262-61203-8}, pages = {461-481}, publisher = {AAAI Press}, title = {Usage Mining for and on the Semantic Web}, url = {http://www.kde.cs.uni-kassel.de/stumme/papers/2004/berendt04usage.pdf}, year = 2004 } @inproceedings{stumme02usage, address = {Baltimore}, author = {Stumme, G. and Berendt, B. and Hotho, A.}, booktitle = {Proc. NSF Workshop on Next Generation Data Mining}, comment = {alpha}, interhash = {479de77764be1ec66534be1c647e0857}, intrahash = {4a68d1443065dcd7980989e97cb0af69}, month = {November}, pages = {77-86}, title = {Usage Mining for and on the Semantic Web}, url = {http://www.kde.cs.uni-kassel.de/stumme/papers/2002/NSF-NGDM02.pdf}, year = 2002 } @article{kb00web, author = {Kosala, R. and Blockeel, H.}, interhash = {99eea914954da48c9691277ce4e32932}, intrahash = {59f6ef686827c7095cc89ebdb056a222}, journal = {SIGKDD Explorations}, number = 1, pages = {1-15}, publisher = {ACM}, title = {Web Mining Research: {A} Survey}, url = {citeseer.nj.nec.com/kosala00web.html}, volume = 2, year = 2000 }