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New Directions in Statistical Signal Processing: From Systems to Brains

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 ...

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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).

The MIT Press

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Meet the Author

Simon Haykin is University Professor and Director of the Adaptive Systems
Laboratory at McMaster University.

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.

Terrence J. Sejnowski is Francis Crick Professor, Director of the Computational
Neurobiology Laboratory, and a Howard Hughes Medical Institute Investigator at the
Salk Institute for Biological Studies and Professor of Biology at the University of
California, San Diego.

John McWhirter is Senior Fellow at QinetiQ Ltd., Malvern, Associate Professor at the Cardiff School of Engineering, and Honorary Visiting Professor at Queen's
University, Belfast.

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