New Learning Paradigms in Soft Computing

Learning is a key issue in the analysis and design of all kinds of intelligent systems. In recent time many new paradigms of automated (machine) learning have been proposed in the literature. Soft computing, that has proved to be an effective and efficien

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Studies in Fuzziness and Soft Computing Editor-in-chief Prof. Janusz Kacprzyk Systems Research Institute Polish Academy of Sciences ul. Newelska 6 01-447 Warsaw, Poland E-mail: [email protected] http://www.springer.de/cgi-bin/search_book.pl ?series= 2941

Further volumes of this series can be found at our homepage.

Vol. 73. Y. Yosh ida (Ed .) Dynamical A~pects in Fuzzy Decision, 2001 ISBN 3-7908-1397-4

Vol. 62. N. Baba and L. C. Jain (Eels.) Computational Intelligence in Games, 2001 ISBN 3-7908-1348-6

Vol. 74. H.-N. Teodorescu, L. C. Jain and A. Kandel (Eels.) Hardware lmplemellfation of lnrelligenr Systems, 2001 ISBN 3-7908-1399-0

Vol. 63. 0 . Castillo and P. Melin Soft Computing for Control of Non-Linear Dynamical Systems, 2001 ISBN 3 -7908-1349-4 Vol. 64. I. Nishizaki and M. Sakawa Fuzzy and Multiobjective Games for Conjlicr Re~·olution, 2001 ISBN 3-7908-1341-9 Vol. 65. E. Or!owska and A. Szalas (Eels.) Relational Methods for Computer Science Applications, 2001 ISBN 3-7908- 1365-6

Vol. 75. Y. Loia and S. Sessa (Eds.) Soft Computing Agents, 2001 ISBN 3-7908- 1404-0 Vol. 76. D. Ruan, J. Kacprzyk and M. Fedrizzi (Eds.) Soft Computing for Risk EvaluaTion and Management. 2001 ISBN 3-7908- 1406-7 Vol. 77. W. Liu Propositional, Probabilistic and Evidemial Reasoning, 2001 ISBN 3-7908-1 414-8

Vol. 66. R. J. Howlett and L. C. Jain (Eds.) Radial Basis Function Networks I, 200 I ISBN 3-7908- 1367-2

Vol. 78. U. Seiffen and L.C. Jain (Eds.) Self-Organizing Neural Nerworks, 2002 ISBN 3-7908- 14 17-2

Vol. 67. R.J. Howlett and L. C. Jain (Eds.) Radial Basis Function Networks 2, 2001 ISBN 3-7908- 1368-0

Vol. 79. A. Osyczka Evolutionary Algorithms for Single and Multicriteria Design OpTimization, 2002 ISBN 3 -7908- 1418-0

Vol. 68. A. Kandel. M. Last and H. Bunke (Eds.) Data Mining and Compwational Intelligence, 2001 ISBN 3-7908-1371-0 Vol. 69. A. Piegat Fuzzy Modeling and Control, 2001 ISBN 3-7908-1385-0 Vol. 70. W. Pedrycz (Ed.) Granular Computing, 2001 ISBN 3-7908-1387-7

Vol. 80. P. Wong, F. Aminzadeh and M. Nikravesh (Eds.) Soft Compwing for Reservoir ClwmcTerization and Modeling, 2002 ISBN 3-7908-1421 -0 Vol. 81. V. Dimitrov and V. Korotkich (Eds.) Fuzzy Logic, 2002 ISBN 3-7908-1 425-3

Vol. 71. K. Leiviska (Ed.. ) Industrial ApplicaTions of SofT Computing, 2001 ISBN 3 -7908- 1388-5

Vol. 82. Ch. Carlsson and R. Fuller Fuzzy Reasoning in Decision Making and Optimization, 2002 ISBN 3-7908-1428-8

Vol. 72. M. Mares Fuzzy Cooperative Games, 2001 ISBN 3-7908-1392-3

Vol. 83. S. Barro and R. Marin (Eds.) Fuzzy Logic in Medicine, 2002 ISBN 3-7908-1429-6

Lakhmi C. Jain · Janusz Kacprzyk Editors

New Learning Paradigms in Soft Computing With 140 Figures and 44 Tables

Springer-Verlag Berlin Heidelberg GmbH

Professor Lakhmi C. Jain University of South Australia Knowledge-Based Intelligent Engineering Systems Centre Adelaide, Mawson Lakes South Australia 5095 [email protected] Professor Janusz Kacprzyk Polish Academy of Sciences Systems Research Institute uI. Newelska 6 01-447 Warsaw Poland [email protected]