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Authors: Gianni Costa ; Riccardo Ortale and Ettore Ritacco

Affiliation: ICAR-CNR, Italy

Keyword(s): XML mining, XML transactional modeling, Associative classification.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Clustering and Classification Methods ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Mining Text and Semi-Structured Data ; Symbolic Systems

Abstract: We propose XCCS, which is short for XML Classification by Content and Structure, a new approach for the induction of intelligible classification models for XML data, that are a valuable support for more effective and efficient XML search, retrieval and filtering. The idea behind XCCS is to represent each XML document as a transaction in a space of boolean features, that are informative of its content and structure. Suitable algorithms are developed to learn associative classifiers from the transactional representation of the XML data. XCCS induces very compact classifiers with outperforming effectiveness compared to several established competitors.

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Paper citation in several formats:
Costa, G.; Ortale, R. and Ritacco, E. (2011). A TRANSACTIONAL APPROACH TO ASSOCIATIVE XML CLASSIFICATION BY CONTENT AND STRUCTURE. In Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2011) - KDIR; ISBN 978-989-8425-79-9; ISSN 2184-3228, SciTePress, pages 104-113. DOI: 10.5220/0003662401040113

@conference{kdir11,
author={Gianni Costa. and Riccardo Ortale. and Ettore Ritacco.},
title={A TRANSACTIONAL APPROACH TO ASSOCIATIVE XML CLASSIFICATION BY CONTENT AND STRUCTURE},
booktitle={Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2011) - KDIR},
year={2011},
pages={104-113},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003662401040113},
isbn={978-989-8425-79-9},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2011) - KDIR
TI - A TRANSACTIONAL APPROACH TO ASSOCIATIVE XML CLASSIFICATION BY CONTENT AND STRUCTURE
SN - 978-989-8425-79-9
IS - 2184-3228
AU - Costa, G.
AU - Ortale, R.
AU - Ritacco, E.
PY - 2011
SP - 104
EP - 113
DO - 10.5220/0003662401040113
PB - SciTePress