Kalman Filtering and Neural Networks - ISBN 0471369985


ISBN 0471369985 : Kalman Filtering and Neural Networks
ISBN: 0471369985

Kalman Filtering and Neural Networks - (0471369985)

by: Simon Haykin

Pub date: October 08, 2001
Publisher: Wiley-Interscience
ISBN: 0471369985
Binding: Hardcover
Book details... at amazon.com
Compare Book Price!
We search 40+ book stores for best price on book

Related Items:


Editorial Review:

Book Description:
State-of-the-art coverage of Kalman filter methods for the design of neural networks
This self-contained book consists of seven chapters by expert contributors that discuss Kalman filtering as applied to the training and use of neural networks. Although the traditional approach to the subject is almost always linear, this book recognizes and deals with the fact that real problems are most often nonlinear.
The first chapter offers an introductory treatment of Kalman filters with an emphasis on basic Kalman filter theory, Rauch-Tung-Striebel smoother, and the extended Kalman filter. Other chapters cover:
* An algorithm for the training of feedforward and recurrent multilayered perceptrons, based on the decoupled extended Kalman filter (DEKF)
* Applications of the DEKF learning algorithm to the study of image sequences and the dynamic reconstruction of chaotic processes
* The dual estimation problem
* Stochastic nonlinear dynamics: the expectation-maximization (EM) algorithm and the extended Kalman smoothing (EKS) algorithm
* The unscented Kalman filter
Each chapter, with the exception of the introduction, includes illustrative applications of the learning algorithms described here, some of which involve the use of simulated and real-life data. Kalman Filtering and Neural Networks serves as an expert resource for researchers in neural networks and nonlinear dynamical systems.




Browse for similar items by category:

 

Title Description Store
Kalman Filtering and Neural Networks ISBN 0471369985,Wiley-Interscience,Hardcover, October 08, 2001 Amazon.com
Kalman Filtering and Neural Networks ISBN 0471369985,Wiley-Interscience,Hardcover, October 08, 2001 BarnesandNoble
Kalman Filtering and Neural Networks ISBN 0471369985,Wiley-Interscience,Hardcover, October 08, 2001 Half
Kalman Filtering and Neural Networks ISBN 0471369985,Wiley-Interscience,Hardcover, October 08, 2001 Powells
Kalman Filtering and Neural Networks ISBN 0471369985,Wiley-Interscience,Hardcover, October 08, 2001 eCampus
Kalman Filtering and Neural Networks ISBN 0471369985,Wiley-Interscience,Hardcover, October 08, 2001 Biggerbooks
Kalman Filtering and Neural Networks ISBN 0471369985,Wiley-Interscience,Hardcover, October 08, 2001 BooksaMillion
Kalman Filtering and Neural Networks ISBN 0471369985,Wiley-Interscience,Hardcover, October 08, 2001 Buy.com
Kalman Filtering and Neural Networks ISBN 0471369985,Wiley-Interscience,Hardcover, October 08, 2001 Alibris
 

Home | page1 | page2 | page3 | page4 | page5 | page6 | page7 | page8 | page9 |

Akabook.com