Applications of Learning Classifier Systems

Language: English

Published by Springer, Springer Aug 2012, 2012

3642535593 / 9783642535598

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This item is printed on demand - Print on Demand Titel. Neuware -The field called Learning Classifier Systems is populated with romantics. Why shouldn't it be possible for computer programs to adapt, learn, and develop while interacting with their environments In particular, why not systems that, like organic populations, contain competing, perhaps cooperating, entities evolving together John Holland was one of the earliest scientists with this vision, at a time when so-called artificial intelligence was in its infancy and mainly concerned with preprogrammed systems that didn't learn. that, like organisms, had sensors, took Instead, Holland envisaged systems actions, and had rich self-generated internal structure and processing. In so doing he foresaw and his work prefigured such present day domains as reinforcement learning and embedded agents that are now displacing the older 'standard Af' . One focus was what Holland called 'classifier systems': sets of competing rule like 'classifiers', each a hypothesis as to how best to react to some aspect of the environment--or to another rule. The system embracing such a rule 'popu lation' would explore its available actions and responses, rewarding and rating the active rules accordingly. Then 'good' classifiers would be selected and re produced, mutated and even crossed, a la Darwin and genetics, steadily and reliably increasing the system's ability to cope.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 316 pp. Englisch.…

Seller Inventory # 9783642535598

Title
Applications of Learning Classifier Systems
Author
Larry Bull
Publisher
Springer, Springer Aug 2012
Publication year
2012
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3642535593
ISBN 13
9783642535598
Item weight
482 grams
Dimensions
235x155x18 mm

buchversandmimpf2000

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