Methodologies for Knowledge Discovery and Data Mining Third Pacific-
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Lecture Notes in Computer Science Edited by G. Goos, J. Hartmanis and J. van Leeuwen
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3 Berlin Heidelberg New York Barcelona Hong Kong London Milan Paris Singapore Tokyo
Ning Zhong Lizhu Zhou (Eds.)
Methodologies for Knowledge Discovery and Data Mining Third Pacific-Asia Conference, PAKDD-99 Beijing, China, April 26-28, 1999 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 Ning Zhong Yamaguchi University Department of Computer Science and Systems Engineering Tokiwa-Dai, 2557, Ube 755, Japan E-mail: [email protected] Lizhu Zhou Tsinghua University Department of Computer Science and Technology Beijing, China E-mail: [email protected]
Cataloging-in-Publication data applied for Die Deutsche Bibliothek - CIP-Einheitsaufnahme Methodologies for knowledge discovery and data mining : third Pacific Asia conference ; proceedings / PAKDD-99, Beijing, China, April 26 - 28, 1999. Ning Zhong ; Lizhu Zhou (ed.). - Berlin ; Heidelberg ; New York ; Barcelona ; Budapest ; Hong Kong ; London ; Milan ; Paris ; Singapore ; Tokyo : Springer, 1999 (Lecture notes in computer science ; Vol. 1574 : Lecture notes in artificial intelligence) ISBN 3-540-65866-1
CR Subject Classification (1998): I.2, H.3, H.5.1, G.3, J.1 ISBN 3-540-65866-1 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. c Springer-Verlag Berlin Heidelberg 1999 Printed in Germany Typesetting: Camera-ready by author SPIN 10703058 06/3142 – 5 4 3 2 1 0
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Preface This volume contains the papers selected for presentation at the Third PacificAsia Conference on Knowledge Discovery and Data Mining (PAKDD-99) held in the Xiangshan Hotel, Beijing, China, April 26-28, 1999. The conference was sponsored by Tsinghua University, National Science Foundation of China, Chinese Computer Federation, Toshiba Corporation, and NEC Software Chugoku, Ltd. PAKDD-99 provided an international forum for the sharing of original research results and practical development experiences among researchers and application developers from different KDD-related areas such as machine learning, databases, statistics, knowledge acquisition, data visualization, knowledgebased systems, soft computing, and high performance computing. It followed the success of PAKDD-97 held in Singapore in 1997 and PAKDD-98 held in Australia in 1998 by bringing together
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