Complex-valued neural networks : theories and applications /
In recent years, complex-valued neural networks have widened the scope of application in optoelectronics, imaging, remote sensing, quantum neural devices and systems, spatiotemporal analysis of physiological neural systems, and artificial neural information processing. In this first-ever book on com...
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Corporate Authors: | |
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Group Author: | |
Published: |
World Scientific Pub. Co.,
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Publisher Address: | Singapore ; River Edge, N.J. : |
Publication Dates: | 2003. |
Literature type: | eBook |
Language: | English |
Series: |
Series on innovative intelligence ;
v. 5 |
Subjects: | |
Online Access: |
http://www.worldscientific.com/worldscibooks/10.1142/5345#t=toc |
Summary: |
In recent years, complex-valued neural networks have widened the scope of application in optoelectronics, imaging, remote sensing, quantum neural devices and systems, spatiotemporal analysis of physiological neural systems, and artificial neural information processing. In this first-ever book on complex-valued neural networks, the most active scientists at the forefront of the field describe theories and applications from various points of view to provide academic and industrial researchers with a comprehensive understanding of the fundamentals, features and prospects of the powerful complex-valued networks. |
Carrier Form: | 1 online resource (xxi,363pages) : illustrations. |
Bibliography: | Includes bibliographical references and index. |
ISBN: | 9789812791184 (electronic bk.) |
CLC: | TP183 |
Contents: | ch. 1. Complex-valued neural networks: an introduction / Akira Hirose -- ch. 2. Orthogonal decision boundaries and generalization of complex-valued neural networks / Tohru Nitta -- ch. 3. Complex-valued neural associative memories: network stability and learning algorithm / Donq-Liang Lee -- ch. 4. A model of complex-valued associative memories and its dynamics / Yasuaki Kuroe -- ch. 5. Clifford networks / Justin Pearson -- ch. 6. Complex associative memory and complex single neuron model / Iku Nemoto -- ch. 7. Data-reusing algorithm for complex-valued adaptive filters / Damlo P. Mandic, Su Lee Goh and Andrew Hanna -- ch. 8. Instantaneously trained neural networks with complex inputs / Pritam Rajagopal and Subhash Kak -- ch. 9. Applications of complex-valued neural networks for image processing / Hiroyuki Aoki -- ch. 10. Memorization of melodies using complex-valued recurrent neural network / Makoto Kinouchi and Masafumi Hagiwara -- ch. 11. Complex-valued generalized Hebbian algorithm and its applications to sensor array signal processing / Yanwu Zhang -- ch. 12. Phasor model with application to multiuser communication / Teruyuki Miyajima and Kazuo Yamanaka -- ch. 13. Adaptive interferometric radar image processing by using complex-valued neural network / Andriyan Bayu Suksmono and Akira Hirose -- ch. 14. Complex neural network model with analogy to self-oscillation generated in an optical phase-conjugate resonator / Mitsuo Takeda and Takaaki Kishigami -- ch. 15. Coherent lightwave neural network systems: use of frequency domain / Sotaro Kawata and Akira Hirose. |