Pattern generation for multi-class LAD using iterative genetic algorithm with flexible chromosomes and multiple populations. Issue 2 (1st February 2015)

• Record Type: Journal Article
• Authors: Kim, Hwang Ho; Choi, Jin Young
• Is Part Of: Expert systems with applications. Volume 42:Issue 2(2015)
• Page Start: 833
• Page End: 843
• Publication Date: 2015-02-01
• Subjects: Expert systems (Computer science) -- Periodicals; Systèmes experts (Informatique) -- Périodiques; Electronic journals; 006.33
• DOI: 10.1016/j.eswa.2014.08.050
• Languages: English
• ISSNs: 0957-4174

Abstract

<abstract xml:lang="en" abstract-type="author-highlights" id="ab005"> <title id="st130">Highlights</title> <sec> <p id="sp0005"> <list id="l0005"> <list-item id="o0005"> <label></label> <p id="p0270">A pattern generation method for multi-class classification using LAD.</p> </list-item> <list-item id="o0010"> <label></label> <p id="p0275">Two decomposition approaches: one versus all, and one versus one.</p> </list-item> <list-item id="o0015"> <label></label> <p id="p0280">Iterative genetic algorithm with flexible chromosomes and multiple populations.</p> </list-item> <list-item id="o0020"> <label></label> <p id="p0285">Two control parameters: selecting patterns and deleting observations per iteration.</p> </list-item> <list-item id="o0025"> <label></label> <p id="p0290">The superiority of the suggested algorithm from a numerical experiment.</p> </list-item> </list> </p> </sec> </abstract>