New directions in statistical signal processing : from systems to brain /
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 elabo...
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| Other Authors: | |
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| Format: | Electronic eBook |
| Language: | English |
| Published: |
Cambridge, Mass. :
MIT Press,
©2007.
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| Series: | Neural information processing series.
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| Subjects: | |
| Online Access: |
Full text (Emmanuel users only) |
| Summary: | 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) |
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| Physical Description: | 1 online resource (vi, 514 pages) : illustrations |
| Format: | Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002. |
| Bibliography: | Includes bibliographical references (pages 465-508) and index. |
| ISBN: | 9780262256315 0262256312 1429418737 9781429418737 0262292793 9780262292795 9786612096372 6612096373 1282096370 9781282096370 |
| Language: | English. |
| Reproduction Note: | Electronic reproduction. |
| Source of Description, Etc. Note: | Print version record. |
| Action Note: | digitized |