Machine Learning: ECML 2001 12th European Conference on Machine
This book constitutes the refereed proceedings of the 12th European Conference on Machine Learning, ECML 2001, held in Freiburg, Germany, in September 2001. The 50 revised full papers presented together with four invited contributions were carefully revie
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Lecture Notes in Computer Science Edited by G. Goos, J. Hartmanis, and J. van Leeuwen
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Berlin Heidelberg New York Barcelona Hong Kong London Milan Paris Tokyo
Luc De Raedt Peter Flach (Eds.)
Machine Learning: ECML 2001 12th European Conference on Machine Learning Freiburg, Germany, September 5-7, 2001 Proceedings
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Series Editors Jaime G. Carbonell,Carnegie Mellon University, Pittsburgh, PA, USA J¨org Siekmann, University of Saarland, Saarbr¨ucken, Germany Volume Editors Luc De Raedt Albert-Ludwigs University Freiburg Department of Computer Science Georges K¨ohler-Allee, Geb. 079, 79110 Freiburg, Germany E-mail: [email protected] Peter Flach University of Bristol, Department of Computer Science Merchant Ventures Bldg., Woodland Road Bristol BS8 1UB, United Kingdom E-mail: [email protected]
Cataloging-in-Publication Data applied for Die Deutsche Bibliothek - CIP-Einheitsaufnahme Machine learning : proceedings / ECML 2001, 12th European Conference on Machine Learning, Freiburg, Germany, September 5 - 7, 2001. Luc de Raedt ; Peter Flach (ed.). - Berlin ; Heidelberg ; New York ; Barcelona ; Hong Kong ; London ; Milan ; Paris ; Tokyo : Springer, 2001 (Lecture notes in computer science ; Vol. 2167 : Lecture notes in artificial intelligence) ISBN 3-540-42536-5
CR Subject Classification (1998): I.2, F.2.2, F.4.1 ISBN 3-540-42536-5 Springer-Verlag Berlin Heidelberg New York 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-Verlag. Violations are liable for prosecution under the German Copyright Law. Springer-Verlag Berlin Heidelberg New York a member of BertelsmannSpringer Science+Business Media GmbH http://www.springer.de © Springer-Verlag Berlin Heidelberg 2001 Printed in Germany Typesetting: Camera-ready by author, data conversion by PTP Berlin, Stefan Sossna Printed on acid-free paper SPIN 10840363 06/3142 543210
Preface It is our pleasure to present the proceedings of the 12th European Conference on Machine Learning (this volume) and the 5th European Conference on Principles and Practice of Knowledge Discovery in Databases (Lecture Notes in Artificial Intelligence 2168). These two conferences were held September 3–7, 2001 in Freiburg, Germany, marking the first time – world-wide – that a data mining conference has been co-located with a machine learning conference. As Program Committee co-chairs of the two conferences, our goal was to co-ordinate the submission and reviewing process as much as possible. Here are some statistics: a total of 117 papers was submitted to ECML 2001, 78 papers were submitted to PKDD 2001, a
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