Advances in Data Mining. Applications and Theoretical Aspects 11
This book constitutes the refereed proceedings of the 11th Industrial Conference on Data Mining, ICDM 2011, held in New York, USA in September 2011.The 22 revised full papers presented were carefully reviewed and selected from 100 submissions. The papers
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LNAI Founding Series Editor Joerg Siekmann DFKI and Saarland University, Saarbrücken, Germany
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Petra Perner (Ed.)
Advances in Data Mining Applications and Theoretical Aspects 11th Industrial Conference, ICDM 2011 New York, NY, USA August 30 – September 3, 2011 Proceedings
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Series Editors Randy Goebel, University of Alberta, Edmonton, Canada Jörg Siekmann, University of Saarland, Saarbrücken, Germany Wolfgang Wahlster, DFKI and University of Saarland, Saarbrücken, Germany Volume Editor Petra Perner Institute of Computer Vision and Applied Computer Sciences, IBaI Kohlenstraße 2, 04107 Leipzig, Germany E-mail: [email protected]
ISSN 0302-9743 e-ISSN 1611-3349 ISBN 978-3-642-23183-4 e-ISBN 978-3-642-23184-1 DOI 10.1007/978-3-642-23184-1 Springer Heidelberg Dordrecht London New York Library of Congress Control Number: 2011933918 CR Subject Classification (1998): I.2.6, I.2, H.2.8, J.3, H.3, I.4-5, J.1 LNCS Sublibrary: SL 7 – Artificial Intelligence
© Springer-Verlag Berlin Heidelberg 2011 This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, re-use of illustrations, recitation, broadcasting, reproduction on microfilms or in any other way, and storage in data banks. Duplication of this publication or parts thereof is permitted only under the provisions of the German Copyright Law of September 9, 1965, in its current version, and permission for use must always be obtained from Springer. Violations are liable to prosecution under the German Copyright Law. The use of general descriptive names, registered names, trademarks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. Typesetting: Camera-ready by author, data conversion by Scientific Publishing Services, Chennai, India Printed on acid-free paper Springer is part of Springer Science+Business Media (www.springer.com)
Preface
The 11th event of the Industrial Conference on Data Mining (ICDM) was held in New York (www.data-mining-forum.de) running under the umbrella of the world congress “The Frontiers in Intelligent Data and Signal Analysis, DSA2011.” For this edition the Program Committee received 104 submissions. After the peer-review process, we accepted 33 high-quality papers for oral presentation, and from these 24 are included in this proceedings book. The topics range from theoretical aspects of data mining to applications of data mining such as on multimedia data, in marketing, finance and telecommunication, in medicine and agriculture, and in process control, industry and society. Extended versions of selected papers will appear in the international journal Transactions on Machine Learning and Data Mining (www.ibai-publishing.org/journal/mldm). Fourteen papers were selected for poster presentation and five for industry paper presentation, and they are published in the ICDM Poster and I
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