Neural networks for intelligent signal processing
Author(s)
Bibliographic Information
Neural networks for intelligent signal processing
(Series on innovative intelligence / editor, L.C. Jain, vol. 4)
World Scientific, c2003
- [hbk.]
Available at 7 libraries
  Aomori
  Iwate
  Miyagi
  Akita
  Yamagata
  Fukushima
  Ibaraki
  Tochigi
  Gunma
  Saitama
  Chiba
  Tokyo
  Kanagawa
  Niigata
  Toyama
  Ishikawa
  Fukui
  Yamanashi
  Nagano
  Gifu
  Shizuoka
  Aichi
  Mie
  Shiga
  Kyoto
  Osaka
  Hyogo
  Nara
  Wakayama
  Tottori
  Shimane
  Okayama
  Hiroshima
  Yamaguchi
  Tokushima
  Kagawa
  Ehime
  Kochi
  Fukuoka
  Saga
  Nagasaki
  Kumamoto
  Oita
  Miyazaki
  Kagoshima
  Okinawa
  Korea
  China
  Thailand
  United Kingdom
  Germany
  Switzerland
  France
  Belgium
  Netherlands
  Sweden
  Norway
  United States of America
Description and Table of Contents
Description
This book provides a thorough theoretical and practical introduction to the application of neural networks to pattern recognition and intelligent signal processing. It has been tested on students, unfamiliar with neural networks, who were able to pick up enough details to successfully complete their masters or final year undergraduate projects. The text also presents a comprehensive treatment of a class of neural networks called common bandwidth spherical basis function NNs, including the probabilistic NN, the modified probabilistic NN and the general regression NN.
Table of Contents
- A Brief Historical Overview
- Basic Concepts
- ANN Performance Evaluation
- Basic Pattern Recognition Principles
- ADALINES, Adaptive Filters, and Multi-Layer Perceptrons
- Probabilistic Neural Network Classifier
- General Regression Neural Network
- The Modified Probabilistic Neural Network
- Advanced MPNN Developments
- Neural Networks Similar to the Common Bandwidth Spherical Basis Function Regression ANNs
- Unsupervised Learning Neural Networks
- Other Neural Network Models
- Statistical Learning Theory
- Application to Intelligent Signal Processing
- Application to Intelligent Control.
by "Nielsen BookData"