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Design and Analysis of Learning Classifier Systems: A Probabilistic Approach by Jan Drugowitsch (Paperback, 2010)

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This book is probably best summarized as providing a principled foundation for Learning Classi?er Systems. Something is happening in LCS, and particularly XCS and its variants that clearly often produces good results. Jan Drug- itsch wishes to understand this from a broader machine learning perspective and thereby perhaps to improve the systems. His approach centers on choosing a statistical de?nition - derived from machine learning - of a good set of cl- si?ers , based on a model according to which such a set represents the data. For an illustration of this approach, he designs the model to be close to XCS, and tests it by evolving a set of classi?ers using that de?nition as a ?tness criterion, seeing ifthe setprovidesa goodsolutionto twodi?erent function approximation problems. It appears to, meaning that in some sense his de?nition of good set of classi?ers (also, in his terms, a good model structure) captures the essence, in machine learning terms, of what XCS is doing. In the process of designing the model, the author describes its components and their training in clear detail and links it to currently used LCS, giving rise to recommendations for how those LCS can directly gain from the design of the model and its probabilistic formulation. The seeming complexity of evaluating the quality ofa set ofclassi?ersis alleviatedby giving analgorithmicdescription of how to do it, which is carried out via a simple Pittsburgh-style LCS.

Product Identifiers

Publisher
Springer-Verlag Berlin and Heidelberg Gmbh & Co. Kg
ISBN-13
9783642098611
eBay Product ID (ePID)
178133461

Product Key Features

Author
Jan Drugowitsch
Publication Name
Design and Analysis of Learning Classifier Systems: a Probabilistic Approach
Format
Paperback
Language
English
Subject
Engineering & Technology, Computer Science
Publication Year
2010
Type
Textbook
Number of Pages
267 Pages

Dimensions

Item Height
235mm
Item Width
155mm
Volume
139
Item Weight
439g

Additional Product Features

Title_Author
Jan Drugowitsch
Series Title
Studies in Computational Intelligence
Country/Region of Manufacture
Germany

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Design and Analysis of Learning Classifier Systems: A Probabilistic Approach by Jan Drugowitsch (Paperback, 2010)

About this product

Product Information

Product Identifiers

Product Key Features

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Additional Product Features

Best Selling in Adult Learning & University

Australian Native Bee Book: Keeping Stingless Bee Hives for Pets, Pollination and Sugarbag Honey by Tim Heard (Paperback, 2015)

The Weed Forager's Handbook: A Guide to Edible and Medicinal Weeds in Australia by Adam Grubb, Annie Raser-Rowland (2012, Paperback)

Permaculture: A Designer's Manual by Bill Mollison (Hardcover, 1988)

The Falsification of History: Our Distorted Reality by John Hamer (Paperback, 2013)

In-Basket Case Studies by Guy Adamson (Paperback, 1986)

Empire of the Summer Moon: Quanah Parker and the Rise and Fall of the Comanches, the Most Powerful Indian Tribe in American History by S.C. Gwynne (Paperback, 2011)

Botanical Field Guide by Stefan Mager (Fold-out book or chart, 2021)

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