Enter your search into one or more of the boxes below:
You can refine your search by selecting from any of the options below:
Design and Analysis of Learning Classifier Systems: A Probabilistic Approach

Design and Analysis of Learning Classifier Systems: A Probabilistic Approach (Hardback)

Printed to order. Despatched in 2-3 weeks.
Email me when back in stock


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.

Computing & ITComputer scienceArtificial intelligence Publisher: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG Publication Date: 29/05/2008 ISBN-13: 9783540798651  Details: Type: Hardback Format: Books
Availability: Printed to order. Despatched in 2-3 weeks.  

More books by Jan Drugowitsch

Leave Review


Delivery Options

All delivery times quoted are the average, and cannot be guaranteed. These should be added to the availability message time, to determine when the goods will arrive. During checkout we will give you a cumulative estimated date for delivery.

Location 1st Book Each additional book Average Delivery Time
UK Standard Delivery FREE FREE 3-5 Days
UK First Class £4.50 £1.00 1-2 Days
UK Courier £7.00 £1.00 1-2 Days
Western Europe** Courier £17.00 £3.00 2-3 Days
Western Europe** Airmail £5.00 £1.50 4-14 Days
USA / Canada Courier £20.00 £3.00 2-4 Days
USA / Canada Airmail £7.00 £3.00 4-14 Days
Rest of World Courier £22.50 £3.00 3-6 Days
Rest of World Airmail £8.00 £3.00 7-21 Days

** Includes Austria, Belgium, Denmark, France, Germany, Greece, Iceland, Irish Republic, Italy, Luxembourg, Netherlands, Portugal, Spain, Sweden and Switzerland.

Delivery Help & FAQs

Returns Information

If you are not completely satisfied with your purchase*, you may return it to us in its original condition with in 30 days of receiving your delivery or collection notification email for a refund. Except for damaged items or delivery issues the cost of return postage is borne by the buyer. Your statutory rights are not affected.

* For Exclusions and terms on damaged or delivery issues see Returns Help & FAQs

You might also like

mBot for Makers
Andrew Carle; Rick Schertle
A Data Scientist's Guide to ...
Samuel E. Buttrey; Lyn R. Whitaker
Small Flying Drones: Applications for...
Gianluca Casagrande; Andras Sik;...
Latest Blog
#FoylesFive: Foreign Languages Part Two

Our knowledgeable Languages Department have put together a great selection of books, to help share the magic of reading in every language. Here are their Dutch, Russian and Polish selections.

#FoylesFive: The Last Jedi

As Star Wars: The Last Jedi drops out of hyperspace and into a cinema near you, Matt from our Web Team gives us his selection of the best Last Jedi books.

#FoylesFive: Foreign Languages Part One

Our knowledgeable and fabulous Languages Department have put together a great selection of books, to help share the magic of reading in every language. First up we have books in Italian, Portugese and Swedish.

View all Blog Entries
Show/Hide Tweets
© W&G Foyle Ltd