New Directions in Statistical Signal Processing: From Systems to Brains

New Directions in Statistical Signal Processing: From Systems to Brains

by Simon Haykin
     
 

Signal processing and neural computation have separately and significantly influenced many disciplines, but the cross-fertilization of the two fields has begun only recently. Research now shows that each has much to teach the other, as we see highly sophisticated kinds of signal processing and elaborate hierachical levels of neural computation performed side by

Overview

Signal processing and neural computation have separately and significantly influenced many disciplines, but the cross-fertilization of the two fields has begun only recently. Research now shows that each has much to teach the other, as we see highly sophisticated kinds of signal processing and elaborate hierachical levels of neural computation performed side by side in the brain. In New
Directions in Statistical Signal Processing, leading researchers from both signal processing and neural computation present new work that aims to promote interaction between the two disciplines.The book's 14 chapters, almost evenly divided between signal processing and neural computation, begin with the brain and move on to communication, signal processing, and learning systems. They examine such topics as how computational models help us understand the brain's information processing, how an intelligent machine could solve the "cocktail party problem" with "active audition" in a noisy environment, graphical and network structure modeling approaches, uncertainty in network communications, the geometric approach to blind signal processing, game-theoretic learning algorithms, and observable operator models (OOMs) as an alternative to hidden Markov models (HMMs).

Product Details

ISBN-13:
9780262083485
Publisher:
MIT Press
Publication date:
10/01/2006
Series:
Neural Information Processing series
Pages:
544
Product dimensions:
8.00(w) x 10.00(h) x 1.25(d)
Age Range:
18 Years

Meet the Author

José C. Príncipe is Distinguished Professor of Electrical and Biomedical
Engineering at the University of Florida, Gainesville, where he is BellSouth
Professor and Founder and Director of the Computational NeuroEngineering
Laboratory.

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