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bull larry (curatore); bernadó-mansilla ester (curatore); holmes john (curatore) - learning classifier systems in data mining
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Learning Classifier Systems in Data Mining

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Dettagli

Genere:Libro
Lingua: Inglese
Pubblicazione: 05/2008
Edizione: 1





Trama

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.





Sommario

Learning Classifier Systems in Data Mining: An Introduction.- Data Mining in Proteomics with Learning Classifier Systems.- Improving Evolutionary Computation Based Data-Mining for the Process Industry: The Importance of Abstraction.- Distributed Learning Classifier Systems.- Knowledge Discovery from Medical Data: An Empirical Study with XCS.- Mining Imbalanced Data with Learning Classifier Systems.- XCS for Fusing Multi-Spectral Data in Automatic Target Recognition.- Foreign Exchange Trading Using a Learning Classifier System.- Towards Clustering with Learning Classifier Systems.- A Comparative Study of Several Genetic-Based Supervised Learning Systems.










Altre Informazioni

ISBN:

9783540789789

Condizione: Nuovo
Collana: Studies in Computational Intelligence
Dimensioni: 235 x 155 mm
Formato: Copertina rigida
Illustration Notes:IX, 230 p.
Pagine Arabe: 230
Pagine Romane: ix


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