Parametrized, Deformed and General Neural Networks

By:

George A. Anastassiou

Format:

Hardback

Series:

Studies in Computational Intelligence

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Description

In this book, we introduce the parametrized, deformed and general activation function of neural networks. The parametrized activation function kills much less neurons than the original one. The asymmetry of the brain is best expressed by deformed activation functions. Along with a great variety of activation functions, general activation functions are also engaged. Thus, in this book, all presented is original work by the author given at a very general level to cover a maximum number of different kinds of neural networks: giving ordinary, fractional, fuzzy and stochastic approximations. It presents here univariate, fractional and multivariate approximations. Iterated sequential multi-layer approximations are also studied. The functions under approximation and neural networks are Banach space valued.

Release date NZ

October 2nd, 2023

Author

George A. Anastassiou

Series

Studies in Computational Intelligence

Pages

853

Edition

1st ed. 2023

Audience

Professional & Vocational

Illustrations

1 Illustrations, black and white; XVIII, 853 p. 1 illus.

ISBN-13

9783031430206

Product ID

37943297

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