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Science/Engineering Kalman Filtering and Neural Networks

Posted on 2010-03-16

Name:	Science/Engineering Kalman Filtering and Neural Networks
ASIN/ISBN:	0471369985
Language:	English
File size:	6 Mb
ISBN:	0471369985
Publish Date:	2001
Pages:	304 Pages
File Type:	PDF
File Size:	6 Mb
Other Info:	John Wiley & Sons Inc

Science/Engineering Kalman Filtering and Neural Networks

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Kalman Filtering and 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.

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	Technical Tracking and Kalman Filtering Made Easy Author: Eli BrooknerPublisher: Wiley-IntersciencePublish Date: April, 1998ISBN: 0471184071
	Study Simon Haykin - Kalman Filtering and Neural Networks Simon S. Haykin, "Kalman Filtering and Neural Networks"Wiley InterScience \| ISBN 0471221546 (electronic) \| 2001 \| 284 pages \| PDF \| 4 MB RAR'edBook DescriptionState-of-the-art coverage of Kalman filter methods for the design of neural netwo ...
	Software Related Kalman Filtering : Theory and Practice Using MATLAB Kalman Filtering : Theory and Practice Using MATLABWiley-Interscience; 2 edition \| ISBN: 0471392545 \| 416 pages \| January 16, 2001 \| PDF \| 3 Mb"This book could serve as an introduction to stochastic/random processes...practicing engineers w ...
	Science/Engineering Kalman Filtering: with Real-Time Applications Kalman Filtering: with Real-Time Applications Publisher: Springer \| Pages: 229 \| 2009-01 \| ISBN 3540878483 \| PDF \| 9 MB"Kalman Filtering with Real-Time Applications" presents a thorough discussion of the mathematical theory and com ...
	Study Kalman Filtering: Theory and Practice Using MATLAB Mohinder S. Grewal, Angus P. Andrews, “Kalman Filtering: Theory and Practice Using MATLAB” Wiley-IEEE Press \| 2008-09-09 \| ISBN: 0470173661 \| 576 pages \| PDF \| 4,15 MB This book provides readers with a solid introduction to the theoret ...
	Simon Haykin - "Kalman Filtering and Neural Networks" Simon Haykin, "Kalman Filtering and Neural Networks"Wiley-Interscience \| ISBN 0471369985 \| 2001 Year \| DjVu \| 1,7 Mb \| 304 Pages“State-of-the-art coverage of Kalman filter methods for the design of neural networksThis self-contained b ...

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	Technical Tracking and Kalman Filtering Made Easy Author: Eli BrooknerPublisher: Wiley-IntersciencePublish Date: April, 1998ISBN: 0471184071
	Study Simon Haykin - Kalman Filtering and Neural Networks Simon S. Haykin, "Kalman Filtering and Neural Networks"Wiley InterScience \| ISBN 0471221546 (electronic) \| 2001 \| 284 pages \| PDF \| 4 MB RAR'edBook DescriptionState-of-the-art coverage of Kalman filter methods for the design of neural netwo ...
	Software Related Kalman Filtering : Theory and Practice Using MATLAB Kalman Filtering : Theory and Practice Using MATLABWiley-Interscience; 2 edition \| ISBN: 0471392545 \| 416 pages \| January 16, 2001 \| PDF \| 3 Mb"This book could serve as an introduction to stochastic/random processes...practicing engineers w ...
	Science/Engineering Kalman Filtering: with Real-Time Applications Kalman Filtering: with Real-Time Applications Publisher: Springer \| Pages: 229 \| 2009-01 \| ISBN 3540878483 \| PDF \| 9 MB"Kalman Filtering with Real-Time Applications" presents a thorough discussion of the mathematical theory and com ...
	Study Kalman Filtering: Theory and Practice Using MATLAB Mohinder S. Grewal, Angus P. Andrews, “Kalman Filtering: Theory and Practice Using MATLAB” Wiley-IEEE Press \| 2008-09-09 \| ISBN: 0470173661 \| 576 pages \| PDF \| 4,15 MB This book provides readers with a solid introduction to the theoret ...
	Simon Haykin - "Kalman Filtering and Neural Networks" Simon Haykin, "Kalman Filtering and Neural Networks"Wiley-Interscience \| ISBN 0471369985 \| 2001 Year \| DjVu \| 1,7 Mb \| 304 Pages“State-of-the-art coverage of Kalman filter methods for the design of neural networksThis self-contained b ...

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