Anticipatory Learning Classifier Systems

Anticipatory Learning Classifier Systems

by Martin V. Butz

Paperback(Softcover reprint of the original 1st ed. 2002)

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Anticipatory Learning Classifier Systems by Martin V. Butz

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.

Product Details

ISBN-13: 9781461352907
Publisher: Springer US
Publication date: 11/05/2012
Series: Genetic Algorithms and Evolutionary Computation Series , #4
Edition description: Softcover reprint of the original 1st ed. 2002
Pages: 172
Product dimensions: 6.10(w) x 9.25(h) x 0.02(d)

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