Neuro-Fuzzy Architectures and Hybrid Learning
The main idea of this book is to present novel connectionist architectures of neuro-fuzzy systems, especially those based on the logical approach to fuzzy inference. In addition, hybrid learning methods are proposed to train the networks. The neuro-fuzzy
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and Hybrid Learning
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-binlsearch_book.pl?series=2941
Further volumes of this series can be found at our homepage. Vol. 63. O. Castillo and P Melin Soft Computing for Control of Non-Linear Dynamical Systems, 200] ISBN 3-7908-1349-4 Vol. 64. L Nishizaki and M. Sakawa Fuzzy and Multiobjective Games for Conflict Resolution, 200] ISBN 3-7908-1341-9 Vol. 65. E. Orlowska and A. Szalas (Eds.) Relational Methods for Computer Science Applications, 200] ISBN 3-7908-1365-6 Vol. 66. R.J. Howlett and L.c. Jain (Eds.) Radial Basis Function Networks ], 200] ISBN 3-7908-1367-2 Vol. 67. R.J. Howlett and L. C. Jain (Eds.) Radial Basis Function Networks 2, 200] ISBN 3-7908-1368-0 Vol. 68. A. Kandel, M. Last and H. Bunke (Eds.) Data Mining and Computational Intelligence, 200] ISBN 3-7908-1371-0 Vol. 69. A. Piegat Fuzzy Modeling and Control, 200] ISBN 3-7908-1385-0 Vol. 70. W. Pedrycz (Ed.) Granular Computing, 200] ISBN 3-7908-1387-7 Vol. 71. K. Leiviska (Ed.) Industrial Applications of Soft Computing, 200] ISBN 3-7908-1388-5 Vol. 72. M. MareS Fuzzy Cooperative Games, 200] ISBN 3-7908-1392-3 Vol. 73. Y. Yoshida (Ed.) Dynamical Aspects in Fuzzy Decision, 200] ISBN 3-7908-1397-4
Vol. 74. H.-N. Teodorescu, L.c. Jain and A. Kandel (Eds.) Hardware Implementation of Intelligent Systems,
200]
ISBN 3-7908-1399-0 Vol. 75. V. Loia and S. Sessa (Eds.) Soft Computing Agents, 200] ISBN 3-7908-1404-0 Vol. 76. D. Ruan, J. Kacprzyk and M. Fedrizzi (Eds.) Soft Computing for Risk Evaluation and Management, 200] ISBN 3-7908-1406-7 Vol. 77. W. Liu Propositional, Probabilistic and Evidential Reasoning, 200] ISBN 3-7908-1414-8 Vol. 78. U. Seiffert and L. C. Jain (Eds.) Self-Organizing Neural Networks, 2002 ISBN 3-7908-1417-2 Vol. 79. A. Osyczka Evolutionary Algorithms for Single and Multicriteria Design Optimization, 2002 ISBN 3-7908-1418-0 Vol. 80. P. Wong, F. Aminzadeh and M. Nikravesh (Eds.) Soft Computing for Reservoir Characterization and Modeling, 2002 ISBN 3-7908-1421-0 Vol. 81. V. Dimitrov and V. Korotkich (Eds.) Fuz.."Y Logic, 2002 ISBN 3-7908-1425-3 Vol. 82. Ch. Carlsson and R. Fuller Fuzzy Reasoning in Decision Making and Optimization, 2002 ISBN 3-7908-1428-8 Vol. 83. S. Barra and R. Marin (Eds.) Fuzzy Logic in Medicine, 2002 ISBN 3-7908-1429-6 Vol. 84. L. C. Jain and J. Kacprzyk (Eds.) New Learning Paradigms in Soft Computing, 2002 ISBN 3-7908-1436-9
Danuta Rutkowska
N euro-Fuzzy Architectures and Hybrid Learning Wi th 102 Figures and 3 Tables
Springer-Verlag Berlin Heidelberg GmbH
Professor Danuta Rutkowska Technical University of Czestochowa Department of Computer Engineering Armii Krajowej 36 42-200 Czestochowa Poland [email protected]
ISSN 1434-9922 ISBN 978-3-7908-2500-8 DOI 10.1007/978-3-7908-1802-4
ISBN 978-3-7908-1802-4 (eBook)
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