Learning Classifier Systems in Data Mining

Bull, Larry|Bernadó-Mansilla, Ester|Holmes, John

ISBN 10: 3540789782 / ISBN 13: 9783540789789

Published by Springer Berlin Heidelberg, 2008

About this Item

Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Brings together recent data mining applications of a machine learning techniqueCovers a wide range of domains demonstrating the utility of the Learning Classifier Systems techniqueJust over thirty years after Holland first presented the. Seller Inventory # 4901089

Bibliographic Details

Title: Learning Classifier Systems in Data Mining

Publisher: Springer Berlin Heidelberg

Publication Date: 2008

Binding: Gebunden

Condition: New

About this title

Synopsis:

Just over thirty years after Holland first presented the outline for Learning Classifier System paradigm, the ability of LCS to solve complex real-world problems is becoming clear. In particular, their capability for rule induction in data mining has sparked renewed interest in LCS. This book brings together work by a number of individuals who are demonstrating their good performance in a variety of domains.

The first contribution is arranged as follows: Firstly, the main forms of LCS are described in some detail. A number of historical uses of LCS in data mining are then reviewed before an overview of the rest of the volume is presented. The rest of this book describes recent research on the use of LCS in the main areas of machine learning data mining: classification, clustering, time-series and numerical prediction, feature selection, ensembles, and knowledge discovery.