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Advances of applying metaheuristics to data mining techniques
Simon Fong1; Jinyan Li1; Xueyuan Gong1; Athanasios V. Vasilakos2
2015-08-03
Source PublicationImproving Knowledge Discovery through the Integration of Data Mining Techniques
Author of SourceMuhammad Usman
PublisherIGI Global
Pages75-103
Abstract

Metaheuristics have lately gained popularity among researchers. Their underlying designs are inspired by biological entities and their behaviors, e.g. schools of fish, colonies of insects, and other land animals etc. They have been used successfully in optimization applications ranging from financial modeling, image processing, resource allocations, job scheduling to bioinformatics. In particular, metaheuristics have been proven in many combinatorial optimization problems. So that it is not necessary to attempt all possible candidate solutions to a problem via exhaustive enumeration and evaluation which is computationally intractable. The aim of this paper is to highlight some recent research related to metaheuristics and to discuss how they can enhance the efficacy of data mining algorithms. An upmost challenge in Data Mining is combinatorial optimization that, often lead to performance degradation and scalability issues. Two case studies are presented, where metaheuristics improve the accuracy of classification and clustering by avoiding local optima.

DOI10.4018/978-1-4666-8513-0.ch005
URLView the original
Language英語English
ISBN978-1-4666-8513-0
Fulltext Access
Citation statistics
Document TypeBook chapter
Version1 edition
CollectionUniversity of Macau
Affiliation1.University of Macau, Macau SAR
2.Kuwait University, Kuwait
First Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Simon Fong,Jinyan Li,Xueyuan Gong,et al. Advances of applying metaheuristics to data mining techniques[M]. 1 edition:IGI Global,2015:75-103.
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