Parametrized, Deformed and General Neural Networks

Download or Read eBook Parametrized, Deformed and General Neural Networks PDF written by George A. Anastassiou and published by Springer Nature. This book was released on 2023-09-29 with total page 854 pages. Available in PDF, EPUB and Kindle.
Parametrized, Deformed and General Neural Networks
Author :
Publisher : Springer Nature
Total Pages : 854
Release :
ISBN-10 : 9783031430213
ISBN-13 : 3031430212
Rating : 4/5 (13 Downloads)

Book Synopsis Parametrized, Deformed and General Neural Networks by : George A. Anastassiou

Book excerpt: 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.


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