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Design and Analysis of Learning Classifier Systems: A Probabilistic Approach (Studies in Computational Intelligence, 139) - Softcover
Synopsis
This book provides a comprehensive introduction to the design and analysis of Learning Classifier Systems (LCS) from the perspective of machine learning. It advances the analysis of existing LCS as well as puts forward the design of new LCS.
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From the Back Cover
This book provides a comprehensive introduction to the design and analysis of Learning Classifier Systems (LCS) from the perspective of machine learning. LCS are a family of methods for handling unsupervised learning, supervised learning and sequential decision tasks by decomposing larger problem spaces into easy-to-handle subproblems. Contrary to commonly approaching their design and analysis from the viewpoint of evolutionary computation, this book instead promotes a probabilistic model-based approach, based on their defining question "What is an LCS supposed to learn?". Systematically following this approach, it is shown how generic machine learning methods can be applied to design LCS algorithms from the first principles of their underlying probabilistic model, which is in this book -- for illustrative purposes -- closely related to the currently prominent XCS classifier system. The approach is holistic in the sense that the uniform goal-driven design metaphor essentially covers all aspects of LCS and puts them on a solid foundation, in addition to enabling the transfer of the theoretical foundation of the various applied machine learning methods onto LCS. Thus, it does not only advance the analysis of existing LCS but also puts forward the design of new LCS within that same framework.
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- PublisherSpringer
- Publication date2010
- ISBN 10 3642098614
- ISBN 13 9783642098611
- BindingPaperback
- LanguageEnglish
- Number of pages281
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Design and Analysis of Learning Classifier Systems: A Probabilistic Approach (Studies in Computational Intelligence, 139)
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Design and Analysis of Learning Classifier Systems
Published by
Springer Berlin Heidelberg Nov 2010, 2010
ISBN 10: 3642098614
ISBN 13: 9783642098611
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Taschenbuch. Condition: Neu. 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. Seller Inventory # 9783642098611
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Design and Analysis of Learning Classifier Systems : A Probabilistic Approach
Published by
Springer Berlin Heidelberg, 2010
ISBN 10: 3642098614
ISBN 13: 9783642098611
New
Taschenbuch
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Seller rating 5 out of 5 stars
Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - 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. Seller Inventory # 9783642098611
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Design and Analysis of Learning Classifier Systems
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ISBN 13: 9783642098611
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Latest research in the area of Learning Classifier SystemsPresents a probabilistic approach to Design and Analysis of Learning Classifier SystemsThis book is probably best summarized as providing a principled foundation for Learning Classi. Seller Inventory # 5048853
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Design and Analysis of Learning Classifier Systems: A Probabilistic Approach (Studies in Computational Intelligence)
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