Simon Haykin - "Kalman Filtering and Neural Networks" (0471369985)

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Simon Haykin, "Kalman Filtering and Neural Networks"

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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.

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	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 ...
	Science/Engineering Kalman Filtering and Neural Networks Kalman Filtering and Neural NetworksISBN: 0471369985 \| John Wiley & Sons Inc \| 2001 \| 304 Pages \| PDF \| 6 MbThis self-contained book consists of seven chapters by expert contributors that discuss Kalman filtering as applied to the train ...
	Technical Neural Networks: A Comprehensive Foundation,Second Edition.Simon Haykin.Prentice Hall.1999 Author: Simon HaykinPublisher: rentice HallPublish Date: 1999ISBN: 0132733501Pages: 842Neural Networks: A Comprehensive Foundation,Second EditionAuthorsSimon HaykinMcMaster UniversityHamilton,Ontario,CanadaHardcover: 842 pages Publisher: Pr ...
	Paul D. McNelis - "Neural Networks in Finance: Gaining Predictive Edge in the Market" Paul D. McNelis, "Neural Networks in Finance: Gaining Predictive Edge in the Market"Academic Press \| ISBN 0124859674 \| 2004 Year \| PDF \| 1,7 Mb \| 256 Pages“"This book clarifies many of the mysteries of Neural Networks and related opti ...
	M.M.Gupta, et al - "Static and Dynamic Neural Networks: From Fundamentals to Advanced Theory" Madan M. Gupta, Liang Jin, Noriyasu Homma, "Static and Dynamic Neural Networks: From Fundamentals to Advanced Theory"Wiley-IEEE Press \| ISBN 0471219487 \| 2003 Year \| DjVu \| 8,9 Mb \| 700 Pages“Provides comprehensive treatment of the th ...
	Juan Ramon Rabunal, Julian Dorrado, "Artificial Neural Networks in Real-Life Applications" Juan Ramon Rabunal, Julian Dorrado, "Artificial Neural Networks in Real-Life Applications"Idea Group Publishing \| ISBN 1591409039 \| November 18, 2005 Year \| PDF \| 5,89 Mb \| 375 Pages“Artificial Neural Networks in Real-Life Application ...

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	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 ...
	Science/Engineering Kalman Filtering and Neural Networks Kalman Filtering and Neural NetworksISBN: 0471369985 \| John Wiley & Sons Inc \| 2001 \| 304 Pages \| PDF \| 6 MbThis self-contained book consists of seven chapters by expert contributors that discuss Kalman filtering as applied to the train ...
	Technical Neural Networks: A Comprehensive Foundation,Second Edition.Simon Haykin.Prentice Hall.1999 Author: Simon HaykinPublisher: rentice HallPublish Date: 1999ISBN: 0132733501Pages: 842Neural Networks: A Comprehensive Foundation,Second EditionAuthorsSimon HaykinMcMaster UniversityHamilton,Ontario,CanadaHardcover: 842 pages Publisher: Pr ...
	Paul D. McNelis - "Neural Networks in Finance: Gaining Predictive Edge in the Market" Paul D. McNelis, "Neural Networks in Finance: Gaining Predictive Edge in the Market"Academic Press \| ISBN 0124859674 \| 2004 Year \| PDF \| 1,7 Mb \| 256 Pages“"This book clarifies many of the mysteries of Neural Networks and related opti ...
	M.M.Gupta, et al - "Static and Dynamic Neural Networks: From Fundamentals to Advanced Theory" Madan M. Gupta, Liang Jin, Noriyasu Homma, "Static and Dynamic Neural Networks: From Fundamentals to Advanced Theory"Wiley-IEEE Press \| ISBN 0471219487 \| 2003 Year \| DjVu \| 8,9 Mb \| 700 Pages“Provides comprehensive treatment of the th ...
	Juan Ramon Rabunal, Julian Dorrado, "Artificial Neural Networks in Real-Life Applications" Juan Ramon Rabunal, Julian Dorrado, "Artificial Neural Networks in Real-Life Applications"Idea Group Publishing \| ISBN 1591409039 \| November 18, 2005 Year \| PDF \| 5,89 Mb \| 375 Pages“Artificial Neural Networks in Real-Life Application ...

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