Anticipatory Learning Classifier Systems - Genetic Algorithms and Evolutionary Computation - Martin V. Butz - Knihy - Springer-Verlag New York Inc. - 9781461352907 - 05. novembra 2012
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Martin V. Butz
Anticipatory Learning Classifier Systems - Genetic Algorithms and Evolutionary Computation Softcover Reprint of the Original 1st Ed. 2002 edition

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Anticipatory Learning Classifier Systems describes the state of the art of anticipatory learning classifier systems-adaptive rule learning systems that autonomously build anticipatory environmental models. An anticipatory model specifies all possible action-effects in an environment with respect to given situations. It can be used to simulate anticipatory adaptive behavior.

Anticipatory Learning Classifier Systems highlights how anticipations influence cognitive systems and illustrates the use of anticipations for (1) faster reactivity, (2) adaptive behavior beyond reinforcement learning, (3) attentional mechanisms, (4) simulation of other agents and (5) the implementation of a motivational module. The book focuses on a particular evolutionary model learning mechanism, a combination of a directed specializing mechanism and a genetic generalizing mechanism. Experiments show that anticipatory adaptive behavior can be simulated by exploiting the evolving anticipatory model for even faster model learning, planning applications, and adaptive behavior beyond reinforcement learning.

Anticipatory Learning Classifier Systems gives a detailed algorithmic description as well as a program documentation of a C++ implementation of the system.

172 pages, biography

Médium Knihy     Paperback Book   (Kniha s mäkkou väzbou a lepeným chrbtom)
Vydané 05. novembra 2012
ISBN13 9781461352907
Vydavatelia Springer-Verlag New York Inc.
Strany 172
Rozmery 156 × 234 × 10 mm   ·   290 g
Jazyk Angličtina  

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