Nonlinear Dynamical Systems - Feedforward Neural Network Perspectives

Examining a specialised part of neural networks, with applications in control, signal processing and time series analysis, this title provides an up-to-date treatment of a class of nonlinear dynamical systems using feed forward neural network structures.

List of contents

Preface.
 
Feedforward Neural Networks: An Introduction (S. Haykin).
 
Uniform Approximation and Nonlinear Network Structures (I. Sandberg).
 
Robust Neural Networks (J. Lo).
 
Modeling, Segmentation, and Classification of Nonlinear Nonstationary Time Series (C. Fancourt & J. Principe).
 
Application of Feedforward Networks to Speech (S. Katagiri).
 
Index.

Report

"...an interesting book, useful for researchers in network theory..." ( Dynamical Systems Magazine , July 2006)

Product details

• Authors: Fancourt, Craig L et Fancourt, Craig L. Fancourt, Fancourt Craig L., HAYKIN, Simon Haykin, Simon Sandberg Haykin, Haykin Simon, Shigeru Katagiri, Katagiri Shigeru, James T Lo, James T. Lo, Lo James T., Jose C. Principe, José C. Principe, Sandberg, I. W. Lo Sandberg, Irwin W Sandberg, Irwin W. Sandberg, Irwin W. Lo Sandberg, Iw Sandberg
• Publisher: Wiley, John and Sons Ltd
• Languages: English
• Product format: Hardback
• Released: 23.01.2001
• EAN: 9780471349112
• ISBN: 978-0-471-34911-2
• No. of pages: 312
• Series: Adaptive and Learning Systems for Systems for Signal Processing, Communications, and Control; Adaptive and Learning Systems for Systems for Signal Processing, Communications, and Control Series; Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control; Adaptive and Learning Systems; Adaptive and Learning Systems for Systems for Signal Processing, Communications, and Control; Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control
• Subjects: Natural sciences, medicine, IT, technology > IT, data processing > Data communication, networks; Neuronale Netze, Dynamisches System, Neural Networks, Fuzzy-Systeme, Electrical & Electronics Engineering, Elektrotechnik u. Elektronik, Fuzzy Systems, Nichtlineare Dynamik