Parametrized, deformed and general neural networks / George A. Anastassiou.
2023
QA76.87
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Details
Title
Parametrized, deformed and general neural networks / George A. Anastassiou.
ISBN
9783031430213 (electronic bk.)
3031430212 (electronic bk.)
9783031430206
3031430204
3031430212 (electronic bk.)
9783031430206
3031430204
Published
Cham : Springer, 2023.
Language
English
Description
1 online resource (xviii, 853 pages) : illustrations.
Item Number
10.1007/978-3-031-43021-3 doi
Call Number
QA76.87
Dewey Decimal Classification
006.3/2
Summary
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.
Bibliography, etc. Note
Includes bibliographical references.
Access Note
Access limited to authorized users.
Source of Description
Online resource; title from PDF title page (SpringerLink, viewed October 4, 2023).
Series
Studies in computational intelligence ; v. 1116. 1860-9503
Available in Other Form
Print version: 9783031430206
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