Design and Analysis of Learning Classifier Systems

Lingua: inglese

Editore: Springer Berlin Heidelberg Nov 2010, 2010

3642098614 / 9783642098611

Da: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermaniaBuchWeltWeit Ludwig Meier e.K.

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Venditore AbeBooks dal 11 gennaio 2012

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This item is printed on demand - it takes 3-4 days longer - Neuware -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. 284 pp. Englisch.…

Titolo
Design and Analysis of Learning Classifier Systems
Autore
Jan Drugowitsch
Editore
Springer Berlin Heidelberg Nov 2010
Anno di pubblicazione
2010
Condizione
Neu
Rilegatura
Taschenbuch
Lingua
inglese
ISBN 10
3642098614
ISBN 13
9783642098611
Peso dell'articolo
435 grammi
Dimensioni
235x155x16 mm

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germania

Venditore con 5 stelle

Venditore AbeBooks dal 11 gennaio 2012

Tariffe di spedizione da Germania a U.S.A.

ArticoloDa 5 a 15 giorni lavorativiDa 5 a 15 giorni lavorativi
Primo articoloEUR 23,00EUR 23,00
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BuchWeltWeit Ludwig Meier e.K.

Germania

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