Kalman filtering and neural networks
201,60 $

Kalman filtering and neural networks

SIMON HAYKIN


Kalman filtering and neural networks

SIMON HAYKIN

201,60 $ 201,60 $
Régulier: 201,60 $
Rabais: 0,00 $ (0%)
Livre numérique non disponible
Résumé
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.

An Instructor's Manual presenting detailed solutions to all the problems in the book is available upon request from the Wiley Makerting Department.


Détails
Titre
Kalman filtering and neural networks
Auteur
Prix
201,60 $
Sujet
Format Poche
Non
Langue
Français/French
Date de publication
2004-03-24
ISBN
9780471464211
Code Interne
2169888
Numéro de produit
2169888
Format numérique
pdf
Protection
Adobe DRM
Entrepôt Numérique
NUMILOG

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