Neural networks and computing : learning algorithms and applications
Author(s)
Bibliographic Information
Neural networks and computing : learning algorithms and applications
（Series in electrical and computer engineering, v. 7）
Imperial College Press , World Scientific [distributor], c2007
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Note
Bibliography: p. 291-304
Includes index
Description and Table of Contents
Description
This book covers neural networks with special emphasis on advanced learning methodologies and applications. It includes practical issues of weight initializations, stalling of learning, and escape from a local minima, which have not been covered by many existing books in this area. Additionally, the book highlights the important feature selection problem, which baffles many neural networks practitioners because of the difficulties handling large datasets. It also contains several interesting IT, engineering and bioinformatics applications.
Table of Contents
- Learning Performance and Enhancement
- Generalization and Performance Enhancement
- Basis Function Networks for Classification
- Self-Organizing Maps
- Classification and Feature Selection
- Engineering Applications.
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