Design and Analysis of Learning Classifier Systems is popular PDF and ePub book, written by Jan Drugowitsch in 2008-05-30, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Design and Analysis of Learning Classifier Systems can be Read Online from any device for your convenience.
Design and Analysis of Learning Classifier Systems Book PDF Summary
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.
Detail Book of Design and Analysis of Learning Classifier Systems PDF
- Author : Jan Drugowitsch
- Release : 30 May 2008
- Publisher : Springer Science & Business Media
- ISBN : 9783540798651
- Genre : Computers
- Total Page : 274 pages
- Language : English
- PDF File Size : 11,6 Mb
If you're still pondering over how to secure a PDF or EPUB version of the book Design and Analysis of Learning Classifier Systems by Jan Drugowitsch, don't worry! All you have to do is click the 'Get Book' buttons below to kick off your Download or Read Online journey. Just a friendly reminder: we don't upload or host the files ourselves.