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Neural Networks and Fuzzy Systems Bart Kosko

Neural Networks and Fuzzy Systems By Bart Kosko

Neural Networks and Fuzzy Systems by Bart Kosko


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Summary

Combining neural networks and fuzzy systems, this presents neural networks as trainable dynamical systems and develops mechanisms and principles of adaption, self-organization, covergence and global stability. It also includes the geometric theory of fuzzy sets, systems and associative memories.

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Neural Networks and Fuzzy Systems Summary

Neural Networks and Fuzzy Systems: A Dynamical Approach to Machine Intelligence by Bart Kosko

Combining neural networks and fuzzy systems, this presents neural networks as trainable dynamical systems and develops mechanisms and principles of adaption, self-organization, covergence and global stability. It also includes the new geometric theory of fuzzy sets, systems and associative memories. Kosko shows how to apply fuzzy theory to adaptive control and how to generate structured fuzzy systems with unsupervised neural techniques. The book is designed to be appropriate for courses in engineering, computer science, mathematics, psychology and biology. Neural, fuzzy and neural-fuzzy IBM PC software is included.

Table of Contents

Neural networks as trainable dynamical systems; neuronal dynamics - activations and signals, activation models; synaptic dynamics - unsupervised learning, supervised learning; architecture and equilibria; fuzziness vs probability; fuzzy associative memories; comparison of fuzzy and neural truck backer-upper control systems; comparison of fuzzy and Kalman-Filter target tracking control system. Appendix: neural and fuzzy software instructions.

Additional information

CIN0136114350G
9780136114352
0136114350
Neural Networks and Fuzzy Systems: A Dynamical Approach to Machine Intelligence by Bart Kosko
Used - Good
Hardback
Pearson Education Limited
19910523
224
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
This is a used book - there is no escaping the fact it has been read by someone else and it will show signs of wear and previous use. Overall we expect it to be in good condition, but if you are not entirely satisfied please get in touch with us

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