Adaptive cooperative systems
Author(s)
Bibliographic Information
Adaptive cooperative systems
（Adaptive and learning systems for signal processing, communications, and control）
Wiley, 1997
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Description and Table of Contents
Description
A co-operative process is one in which locally organized elements interact in a co-operative manner to achieve an overall, global order. Such processes are widespread in physical and biological systems - their elements may be pixels in a digital image, neurons in the central nervous system, or atoms in a solid lattice. In this work, the author presents a theory of co-operative computation, as applied to perceptual inferencing problems. The problems addressed include: the integration of multiple sensory information (multi-user fusion); figure-ground segregation; the segmentation of visual images; attention; the self-organization of feature detecting neurons; and short-term plasticity.
Table of Contents
- Thermodynamics, statistical mechanics and the metropolis algorithm
- co-operativity in lattice systems
- simulated annealing
- the patterning of neural connections
- Markov random fields
- the approach to equilibrium
- synaptic plasticity
- rhythms and synchrony.
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