Automatic Generation of Neural Network Architecture Using Evolutionary Computation

Automatic Generation of Neural Network Architecture Using Evolutionary Computation
Author :
Publisher : World Scientific
Total Pages : 196
Release :
ISBN-10 : 9810231067
ISBN-13 : 9789810231064
Rating : 4/5 (67 Downloads)

Book Synopsis Automatic Generation of Neural Network Architecture Using Evolutionary Computation by : E. Vonk

Download or read book Automatic Generation of Neural Network Architecture Using Evolutionary Computation written by E. Vonk and published by World Scientific. This book was released on 1997 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes the application of evolutionary computation in the automatic generation of a neural network architecture. The architecture has a significant influence on the performance of the neural network. It is the usual practice to use trial and error to find a suitable neural network architecture for a given problem. The process of trial and error is not only time-consuming but may not generate an optimal network. The use of evolutionary computation is a step towards automation in neural network architecture generation.An overview of the field of evolutionary computation is presented, together with the biological background from which the field was inspired. The most commonly used approaches to a mathematical foundation of the field of genetic algorithms are given, as well as an overview of the hybridization between evolutionary computation and neural networks. Experiments on the implementation of automatic neural network generation using genetic programming and one using genetic algorithms are described, and the efficacy of genetic algorithms as a learning algorithm for a feedforward neural network is also investigated.


Automatic Generation of Neural Network Architecture Using Evolutionary Computation Related Books

Automatic Generation of Neural Network Architecture Using Evolutionary Computation
Language: en
Pages: 196
Authors: E. Vonk
Categories: Computers
Type: BOOK - Published: 1997 - Publisher: World Scientific

DOWNLOAD EBOOK

This book describes the application of evolutionary computation in the automatic generation of a neural network architecture. The architecture has a significant
Bio-Inspired Systems: Computational and Ambient Intelligence
Language: en
Pages: 1403
Authors: Joan Cabestany
Categories: Computers
Type: BOOK - Published: 2009-06-05 - Publisher: Springer

DOWNLOAD EBOOK

This volume presents the set of final accepted papers for the tenth edition of the IWANN conference “International Work-Conference on Artificial neural Networ
Computational Intelligence
Language: en
Pages: 524
Authors: Nazmul Siddique
Categories: Technology & Engineering
Type: BOOK - Published: 2013-05-06 - Publisher: John Wiley & Sons

DOWNLOAD EBOOK

Computational Intelligence: Synergies of Fuzzy Logic, Neural Networks and Evolutionary Computing presents an introduction to some of the cutting edge technologi
Fuzzy And Uncertain Object-oriented Databases: Concepts And Models
Language: en
Pages: 218
Authors: Rita De Caluwe
Categories:
Type: BOOK - Published: 1997-10-22 - Publisher: World Scientific

DOWNLOAD EBOOK

Enriching database models so as to allow the user to deal with fuzzy and uncertain information has been of scientists' concern for years. This resulted in numer
Innovative Teaching and Learning
Language: en
Pages: 343
Authors: Professor Lakhmi C. Jain
Categories: Computers
Type: BOOK - Published: 2013-11-11 - Publisher: Physica

DOWNLOAD EBOOK

Presented are innovative teaching and learning techniques for the teaching of knowledge-based paradigms. The main knowledge-based intelligent paradigms are expe