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Anticipatory Learning Classifier Systems (Hardcover, 2002 ed.) Loot Price: R2,987
Discovery Miles 29 870
Anticipatory Learning Classifier Systems (Hardcover, 2002 ed.): Martin V. Butz

Anticipatory Learning Classifier Systems (Hardcover, 2002 ed.)

Martin V. Butz

Series: Genetic Algorithms and Evolutionary Computation, 4

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Loot Price R2,987 Discovery Miles 29 870 | Repayment Terms: R280 pm x 12*

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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. It is an excellent reference for researchers interested in adaptive behavior and machine learning from a cognitive science perspective as well as those who are interested in combining evolutionary learning mechanisms for learning and optimization tasks.

General

Imprint: Springer
Country of origin: Netherlands
Series: Genetic Algorithms and Evolutionary Computation, 4
Release date: 2002
First published: 2002
Authors: Martin V. Butz
Dimensions: 235 x 155 x 12mm (L x W x T)
Format: Hardcover
Pages: 172
Edition: 2002 ed.
ISBN-13: 978-0-7923-7630-9
Categories: Books > Computing & IT > Computer programming > General
Books > Computing & IT > Applications of computing > Artificial intelligence > Machine learning
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LSN: 0-7923-7630-7
Barcode: 9780792376309

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