Computer Science – Information Retrieval
Scientific paper
2006-07-05
Dans The Fourth International Workshop of the Initiative for the Evaluation of XML Retrieval (INEX 2005)
Computer Science
Information Retrieval
This is the authors' version. To access the final version go to the editor's site through the DOI
Scientific paper
10.1007/11766278\_34
This paper reports on the INRIA group's approach to XML mining while participating in the INEX XML Mining track 2005. We use a flexible representation of XML documents that allows taking into account the structure only or both the structure and content. Our approach consists of representing XML documents by a set of their sub-paths, defined according to some criteria (length, root beginning, leaf ending). By considering those sub-paths as words, we can use standard methods for vocabulary reduction, and simple clustering methods such as K-means that scale well. We actually use an implementation of the clustering algorithm known as "dynamic clouds" that can work with distinct groups of independent variables put in separate variables. This is useful in our model since embedded sub-paths are not independent: we split potentially dependant paths into separate variables, resulting in each of them containing independant paths. Experiments with the INEX collections show good results for the structure-only collections, but our approach could not scale well for large structure-and-content collections.
Fegas Mounir
Gul Saba
Lechevallier Yves
Vercoustre Anne-Marie
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