Experiments in Clustering Homogeneous XML Documents to Validate an Existing Typology
<|reference_start|>Experiments in Clustering Homogeneous XML Documents to Validate an Existing Typology: This paper presents some experiments in clustering homogeneous XMLdocuments to validate an existing classification or more generally anorganisational structure. Our approach integrates techniques for extracting knowledge from documents with unsupervised classification (clustering) of documents. We focus on the feature selection used for representing documents and its impact on the emerging classification. We mix the selection of structured features with fine textual selection based on syntactic characteristics.We illustrate and evaluate this approach with a collection of Inria activity reports for the year 2003. The objective is to cluster projects into larger groups (Themes), based on the keywords or different chapters of these activity reports. We then compare the results of clustering using different feature selections, with the official theme structure used by Inria.<|reference_end|>
@article{despeyroux2005experiments,
    title={Experiments in Clustering Homogeneous XML Documents to Validate an
  Existing Typology},
    author={Thierry Despeyroux (INRIA Rocquencourt / INRIA Sophia Antipolis), Yves
  Lechevallier (INRIA Rocquencourt / INRIA Sophia Antipolis), Brigitte Trousse
  (INRIA Rocquencourt / INRIA Sophia Antipolis), Anne-Marie Vercoustre (INRIA
  Rocquencourt / INRIA Sophia Antipolis)},
    journal={arXiv preprint arXiv:cs/0507024},
    year={2005},
    archivePrefix={arXiv},
    eprint={cs/0507024},
    primaryClass={cs.IR}
}