TY - JOUR AU - Jäschke, Robert AU - Hotho, Andreas AU - Schmitz, Christoph AU - Ganter, Bernhard AU - Stumme, Gerd T1 - Discovering Shared Conceptualizations in Folksonomies JO - Web Semantics: Science, Services and Agents on the World Wide Web PY - 2008/02 VL - 6 IS - 1 SP - 38 EP - 53 UR - http://www.sciencedirect.com/science/article/B758F-4R53WD4-1/2/ae56bd6e7132074272ca2035be13781b M3 - 10.1016/j.websem.2007.11.004 KW - 2008 KW - analysis KW - concept KW - folksonomy KW - formal KW - l3s KW - ol_web2.0 KW - tagging KW - trias KW - wp5 KW - methods_concepts KW - emergentsemantics_evidence L1 - SN - N1 - N1 - AB - 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. ER -