| Descript |
1 online resource (xii, 309 pages) : illustrations |
| Series |
Series in electrical and computer engineering ; v. 7 |
|
Series in electrical and computer engineering ; v. 7.
|
| Note |
Some online versions lack accompanying media packaged with the printed version. |
| Bibliog. |
Includes bibliographical references (pages 291-304) and index. |
| Contents |
Introduction -- Learning performance and enhancement -- Generalization and performance enhancement -- Basis function networks for classification -- Self-organizing maps -- Classification and feature selection -- Engineering applications. |
| Summary |
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. |
| Note |
English. |
| Local Note |
eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - Worldwide |
| Subject |
Neural networks (Computer science)
|
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Machine learning.
|
|
Computer programming.
|
|
Neural Networks, Computer
|
|
Algorithms
|
|
computer programming. |
|
algorithms. |
|
COMPUTERS -- Neural Networks. |
|
Computer programming. (OCoLC)fst00872390 |
|
Machine learning. (OCoLC)fst01004795 |
|
Neural networks (Computer science) (OCoLC)fst01036260 |
| Alt Author |
Cho, Siu-Yeung.
|
| ISBN |
9781860949692 (electronic bk.) |
|
186094969X (electronic bk.) |
|
1281869457 |
|
9781281869456 |
|
9786611869458 |
|
661186945X |
|
9781860947582 |
|
1860947581 |
|
