Multiple criteria linear programming approach to data mining: Models, algorithm designs and software development

CASISD OpenIR > 中国科学院科技政策与管理科学研究所(1985年6月-2015年12月)

	Multiple criteria linear programming approach to data mining: Models, algorithm designs and software development
	Kou, G; Liu, XT; Peng, Y; Shi, Y; Wise, M; Xu, WX
发表期刊	OPTIMIZATION METHODS & SOFTWARE
关键词	Data Mining Multi-criteria Linear Programming Classification Algorithm Software
摘要	It is well known that data mining has been implemented by statistical regressions, induction decision tree, neural networks, rough set, fuzzy set and etc. This paper promotes a multiple criteria linear programming (MCLP) approach to data mining based on linear discriminant analysis. This paper first describes the fundamental connections between MCLP and data mining, including several general models of MCLP approaches. Given the general models, it focuses on a designing architecture of MCLP-data mining algorithms in terms of a process of real-life business intelligence. This architecture consists of finding MCLP solutions, preparing mining scores, and interpreting the knowledge patterns. Secondly, this paper elaborates the software development of the MCLP-data mining algorithms. Based on a pseudo coding, two versions of software (SAS- and Linux-platform) will be discussed. Finally, the software performance analysis over business and experimental databases is reported to show its mining and prediction power. As a part of the performance analysis, a series of data testing comparisons between the MCLP and induction decision tree approaches are demonstrated. These findings suggest that the MCLP-data mining techniques have a great potential in discovering knowledge patterns from a large-scale real-life database or data warehouse.
	2003
卷号	18 期号:4 页码:21,453-473
ISSN	1055-6788
学科领域	Computer Science ; Applied ; Software Engineering ; Operations Research & Management Science ; Mathematics
收录类别	SCI
语种	英语
WOS记录号	WOS:000185513300007
引用统计	被引频次：59[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.casisd.cn/handle/190111/5213
专题	中国科学院科技政策与管理科学研究所(1985年6月-2015年12月)
推荐引用方式 GB/T 7714	Kou, G,Liu, XT,Peng, Y,et al. Multiple criteria linear programming approach to data mining: Models, algorithm designs and software development[J]. OPTIMIZATION METHODS & SOFTWARE,2003,18(4):21,453-473.
APA	Kou, G,Liu, XT,Peng, Y,Shi, Y,Wise, M,&Xu, WX.(2003).Multiple criteria linear programming approach to data mining: Models, algorithm designs and software development.OPTIMIZATION METHODS & SOFTWARE,18(4),21,453-473.
MLA	Kou, G,et al."Multiple criteria linear programming approach to data mining: Models, algorithm designs and software development".OPTIMIZATION METHODS & SOFTWARE 18.4(2003):21,453-473.

条目包含的文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
Multiple criteria li（271KB）			开放获取	--	浏览