Evolutionnary Computation in Data Mining

Ashish Ghosh, Lakhmi C. Jain - Collection Studies in Fuzziness and Soft Computing

265 pages, parution le 27/10/2004

Ajouter à une liste

Indisponible

Résumé

The series Studies in Fuzziness and Soft Computing contains publications on various areas within so-called soft computing which include fuzzy sets, rough sets, neural networks, evolutionary computations, probabilistic and evidential reasoning, multivalued logic, and related fields. The publications within Studies in Fuzziness and Soft Computing are primarily monographs and edited volumes. They cover significant recent developments in the field, both of a foundational and applicable character. Contact the series editor by e-mail: kacprzyk@ibspan.waw.pl

This carefully edited book reflects and advances the state of the art in the area of Data Mining and Knowledge Discovery with Evolutionary Algorithms. It emphasizes the utility of different evolutionary computing tools to various facets of knowledge discovery from databases, ranging from theoretical analysis to real-life applications. Evolutionary Computation in Data Mining provides a balanced mixture of theory, algorithms and applications in a cohesive manner, and demonstrates how the different tools of evolutionary computation can be used for solving real-life problems in data mining and bioinformatics.

L'auteur - Ashish Ghosh

Indian Statistical Institute, Kolkata, India

L'auteur - Lakhmi C. Jain

University of South Australia, Adelaide, SA, Australia.
Editor

Sommaire

Evolutionary Algorithms for Data Mining and Knowledge Discovery
Strategies for Scaling Up Evolutionary Instance Reduction Algorithms for Data Mining
GAP: Constructing and Selecting Features with Evolutionary Computing
Multi-Agent Data Mining using Evolutionary Computing
A Rule Extraction System with Class-Dependent Features
Knowledge Discovery in Data Mining via an Evolutionary Algorithm
Diversity and Neuro-Ensemble
Unsupervised Niche Clustering
Discovering an Unknown Number of Clusters in Noisy
Data Sets
Evolutionary Computation in Intelligent Network Management
Genetic Programming in Data Mining for Drug Discovery
Microarray Data Mining with Evolutionary Computation
An Evolutionary Modularized Data Mining Mechanism for Financial Distress Forecasts

Voir tout

Replier

Caractéristiques techniques

	PAPIER
Éditeur(s)	Springer
Auteur(s)	Ashish Ghosh, Lakhmi C. Jain
Collection	Studies in Fuzziness and Soft Computing
Parution	27/10/2004
Nb. de pages	265
Format	16 x 24
Couverture	Relié
Poids	552g
Intérieur	Noir et Blanc
EAN13	9783540223702