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New directions in statistical signal processing :from systems to brain

Haykin, Simon S., - Personal Name;

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).OCLC-licensed vendor bibliographic record.


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Detail Information
Series Title
-
Call Number
-
Publisher
Cambridge, Mass. : : MIT Press,., 2007.
Collation
1 online resource (vi, 514 pages) :illustrations.
Language
English
ISBN/ISSN
9780262256315
Classification
NONE
Content Type
text
Media Type
computer
Carrier Type
online resource
Edition
-
Subject(s)
NEURAL NETWORKS (COMPUTER SCIENCE)
Neural computers.
Neural networks (Neurobiology)
Signal processing
Specific Detail Info
-
Statement of Responsibility
edited by Simon Haykin [and others].
Other Information
Cataloger
Kholif Basri
Source
https://doi.org/10.7551/mitpress/4977.001.0001
Validator
Kholif Basri
Digital Object Identifier (DOI)
-
Journal Volume
-
Journal Issue
-
Subtitle
-
Parallel Title
-
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No other version available

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  • New Directions in Statistical Signal Processing: From Systems to Brains
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