Handbook of Neural Network Signal Processing: 1st Edition (Hardback) book cover

Handbook of Neural Network Signal Processing

1st Edition

Edited by Yu Hen Hu, Jenq-Neng Hwang

CRC Press

408 pages

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Hardback: 9780849323591
pub: 2001-09-21
$265.00
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eBook (VitalSource) : 9781315220413
pub: 2018-10-03
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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

About the Series

Electrical Engineering & Applied Signal Processing Series

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Subject Categories

BISAC Subject Codes/Headings:
MED009000
MEDICAL / Biotechnology
TEC007000
TECHNOLOGY & ENGINEERING / Electrical