Amazon cover image
Image from Amazon.com

Neural networks for pattern recognition

By: Material type: TextTextLanguage: English Language Publication details: Oxford Clarendon Press New York Oxford University Press 1995.Description: xvii, 482 p. 24 cmISBN:
  • 0198538499
  • 0198538642
Subject(s): DDC classification:
  • 006.4 BIS
Summary: This book is the first to provide a comprehensive account of neural networks from a statistical perspective. Its emphasis is on pattern recognition, which currently represents the area of greatest applicability for neural networks. By focusing on pattern recognition, the book provides a much more extensive treatment of many topics than is available in earlier books.
Item type: Lending Books
Tags from this library: No tags from this library for this title. Log in to add tags.
Holdings
Item type Current library Collection Call number Status Barcode
Lending Books Lending Books Applied Sciences Library Lending Section Lending Collection 006.4 BIS (Browse shelf(Opens below)) Available 112991
Sheduled Reference Sheduled Reference Applied Sciences Library Reference Section Reference Collection 006.4 BIS (Browse shelf(Opens below)) Available 112992
Total holds: 0

xvii, 482 pages : illustrations ; 24 cm
Contents: 1. Statistical Pattern Recognition --
2. Probability Density Estimation --
3. Single-Layer Networks --
4. The Multi-layer Perceptron --
5. Radial Basis Functions --
6. Error Functions --
7. Parameter Optimization Algorithms --
8. Pre-processing and Feature Extraction --
9. Learning and Generalization --
10. Bayesian Techniques.

This book is the first to provide a comprehensive account of neural networks from a statistical perspective. Its emphasis is on pattern recognition, which currently represents the area of greatest applicability for neural networks. By focusing on pattern recognition, the book provides a much more extensive treatment of many topics than is available in earlier books.

There are no comments on this title.

to post a comment.
Share