ニューラル・ネットワーク信号処理ハンドブック<br>Handbook of Neural Network Signal Processing (Electrical Engineering & Applied Signal Processing)

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ニューラル・ネットワーク信号処理ハンドブック
Handbook of Neural Network Signal Processing (Electrical Engineering & Applied Signal Processing)

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  • 製本 Hardcover:ハードカバー版/ページ数 600 p.
  • 言語 ENG,ENG
  • 商品コード 9780849323591
  • DDC分類 006.32

Full Description


The use of neural networks is permeating every area of signal processing. They can provide powerful means for solving many problems, especially in nonlinear, real-time, adaptive, and blind signal processing. The Handbook of Neural Network Signal Processing brings together applications that were previously scattered among various publications to provide an up-to-date, detailed treatment of the subject from an engineering point of view. The authors cover basic principles, modeling, algorithms, architectures, implementation procedures, and well-designed simulation examples of audio, video, speech, communication, geophysical, sonar, radar, medical, and many other signals. The subject of neural networks and their application to signal processing is constantly improving. You need a handy reference that will inform you of current applications in this new area. The Handbook of Neural Network Signal Processing provides this much needed service for all engineers and scientists in the field.

Table of Contents

PART I - NEURAL NETWORK FUNDAMENTS
Introduction to Artificial Neural Network for
Signal Processing, Yu Hen Hu and Jenq-Neng Hwang
Multilayer Perceptrons, M.T. Manry
Radial Basis Networks, Andrew Back
Support Vector Machine, Klaus-Robert Muller
Committee Machines, Volker Tresp
PART II - NEURAL NETWORK SOLUTIONS TO
STATISTICAL SIGNAL PROCESSING PROBLEMS
Applications of ANN to Nonlinear Signal
Processing, Jose Principe
Applications of ANN to Blind Deconvolution and
Source Separation, Scott C. Douglas
Adaptive Principle Component Analysis,
Konstantinos I. Diamantaras
Applications of ANN to System Identification,
Jan Larsen
Applications of ANN to Time Series Prediction,
Li Zhong Wu
PART III - SIGNAL PROCESSING APPLICATIONS USING
NEURAL NETWORKS
Applications of ANN to Speech Processing,
Shigeru Katagiri
Applications of ANN to Video Signal Processing,
Ling Guan
Applications of ANN to Biomedical Signal
Processing, Tulay Adali and Yue Joseph Wang
Hierarchical Fuzzy Neural Networks for Pattern
Classification, Jinshiuh Taur, Sung-Yuan Kung,
and Shang Hung Lin