Data Mining and Knowledge Discovery with Evolutionary Algorithms

Data Mining and Knowledge Discovery with Evolutionary Algorithms
Author: Alex A. Freitas
Publisher: Springer Science & Business Media
Total Pages: 272
Release: 2013-11-11
Genre: Computers
ISBN: 3662049236


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This book integrates two areas of computer science, namely data mining and evolutionary algorithms. Both these areas have become increasingly popular in the last few years, and their integration is currently an active research area. In general, data mining consists of extracting knowledge from data. The motivation for applying evolutionary algorithms to data mining is that evolutionary algorithms are robust search methods which perform a global search in the space of candidate solutions. This book emphasizes the importance of discovering comprehensible, interesting knowledge, which is potentially useful for intelligent decision making. The text explains both basic concepts and advanced topics


Data Mining and Knowledge Discovery with Evolutionary Algorithms
Language: en
Pages: 272
Authors: Alex A. Freitas
Categories: Computers
Type: BOOK - Published: 2013-11-11 - Publisher: Springer Science & Business Media

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This book integrates two areas of computer science, namely data mining and evolutionary algorithms. Both these areas have become increasingly popular in the las
Pattern Mining with Evolutionary Algorithms
Language: en
Pages: 199
Authors: Sebastián Ventura
Categories: Computers
Type: BOOK - Published: 2016-06-13 - Publisher: Springer

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This book provides a comprehensive overview of the field of pattern mining with evolutionary algorithms. To do so, it covers formal definitions about patterns,
Automating the Design of Data Mining Algorithms
Language: en
Pages: 198
Authors: Gisele L. Pappa
Categories: Computers
Type: BOOK - Published: 2009-10-27 - Publisher: Springer Science & Business Media

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Data mining is a very active research area with many successful real-world app- cations. It consists of a set of concepts and methods used to extract interestin
Handbook of Research on Applications and Implementations of Machine Learning Techniques
Language: en
Pages: 0
Authors: Sathiyamoorthi Velayutham
Categories: Machine learning
Type: BOOK - Published: 2019-07 - Publisher: IGI Global, Engineering Science Reference

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"This book examines the practical applications and implementation of various machine learning techniques in various fields such as agriculture, medical, image p
Fuzzy Modeling and Genetic Algorithms for Data Mining and Exploration
Language: en
Pages: 554
Authors: Earl Cox
Categories: Computers
Type: BOOK - Published: 2005-02 - Publisher: Academic Press

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Foundations and ideas -- Principal model types -- Approaches to model building -- Fundamental concepts of fuzzy logic -- Fundamental concepts of fuzzy systems -