Complex-Valued Neural Networks

This book is the first monograph ever on complex-valued neural networks, which lends itself to graduate and undergraduate courses in electrical engineering, informatics, control engineering, mechanics, robotics, bioengineering, and other relevant fields.

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Studies in Computational Intelligence, Volume 32 Editor-in-chief Prof. Janusz Kacprzyk Systems Research Institute Polish Academy of Sciences ul. Newelska 6 01-447 Warsaw Poland E-mail:: [email protected]

Further volumes of this series can be found on our homepage: springer.com Vol. 15. Lei Zhi Chen, Sing Kiong Nguang, Xiao Dong Chen

Vol. 24. Alakananda Bhattacharya, Amit Konar, Ajit K. Mandal

Parallel and Distributed Logic Programming, 2006 ISBN 3-540-33458-0

Modelling and Optimization of Biotechnological Processes, 2006

Vol. 25. Zolt n Ésik, Carlos Mart n-Vide, Victor Mitrana (Eds.)

ISBN 3-540-30634-X

Recent Advances in Formal Languages and Applications,, 2006

Vol. 16. Yaochu Jin (Ed.)

Multi-Objective Machine Learning,, 2006 ISBN 3-540-30676-5 Vol. 17. Te-Ming Huang, Vojislav Kecman, Ivica Kopriva

Kernel Based Algorithms for Mining Huge Data Sets,, 2006 ISBN 3-540-31681-7 Vol. 18. Chang Wook Ahn

ISBN 3-540-33460-2 Vol. 26. Nadia Nedjah, Luiza de Macedo Mourelle (Eds.) Swarm Intelligent Systems, 2006 ISBN 3-540-33868-3 Vol. 27. Vassilis G. Kaburlasos

Towards a Unified Modeling and KnowledgeRepresentation based on Lattice Theory, 2006

Advances in Evolutionary Algorithms,, 2006

ISBN 3-540-34169-2

ISBN 3-540-31758-9

Vol. 28. Brahim Chaib-draa, Jörg P. Müller (Eds.) Multiagent based Supply Chain Management, 2006 ISBN 3-540-33875-6

Vol. 19. Ajita Ichalkaranje, Nikhil Ichalkaranje, Lakhmi C. Jain (Eds.)

Intelligent Paradigms for Assistive and Preventive Healthcare, 2006

Vol. 29. Sai Sumathi, S.N. Sivanandam

ISBN 3-540-31762-7

Introduction to Data Mining and its Applications, 2006

Vol. 20. Wojciech Penczek, Agata Póárola

ISBN 3-540-34689-9

Advances in Verification of Time Petri Nets and Timed Automata, 2006

Vol. 30. Yukio Ohsawa, Shusaku Tsumoto (Eds.)

ISBN 3-540-32869-6

Chance Discoveries in Real World Decision Making, 2006

Vol. 21. C ndida Ferreira

ISBN 3-540-34352-0

Gene Expression on Programming: Mathematical Modeling by an Artificial Intelligence, 2006 ISBN 3-540-32796-7 Vol. 22. N. Nedjah, E. Alba, L. de Macedo Mourelle (Eds.) Parallel Evolutionary Computations, 2006 ISBN 3-540-32837-8 Vol. 23. M. Last, Z. Volkovich, A. Kandel (Eds.) Algorithmic Techniques for Data Mining, 2006 ISBN 3-540-33880-2

Vol. 31. Ajith Abraham, Crina Grosan, Vitorino Ramos (Eds.) Stigmergic Optimization, 2006 ISBN 3-540-34689-9 Vol. 32. Akira Hirose

Complex-Valued Neural Networks, 2006 ISBN 3-540-33456-4

Akira Hirose

Complex-Valued Neural Networks With 70 Figures, 3 in colour, and 2 Tables

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Professor Akira Hirose Department of Electronic Engineering The University of Tokyo 7-3-1 Hongo, Bunkyo-ku Tokyo 113-8656 Japan E-mail: [email protected] http://www.eis.t.u-tokyo.ac.jp/

Original Japanese Language Edition published by Saiensu-sha Co., Ltd. 1-3-25, Sendagaya, Shibuya-ku, Tokyo 151-0051, Japan Copyright 2005, Saiensu-sha Co., Ltd. All rights reserved

Library of Congress Control Number: 2006928435 ISSN print edition: 1860-949X ISSN elect