Decision Rule Extraction for Regularized Multiple Criteria Linear Programming Model

doi:10.4018/jdwm.2011070104

	Decision Rule Extraction for Regularized Multiple Criteria Linear Programming Model
	Sun, DongHong 1; Liu, Li 2; Zhang, Peng 3; Zhu, Xingquan ; Shi, Yong 4,5
	2011-07-01
发表期刊	INTERNATIONAL JOURNAL OF DATA WAREHOUSING AND MINING
ISSN	1548-3924
卷号	7 期号:3 页码:88-101
摘要	Due to the flexibility of multi-criteria optimization, Regularized Multiple Criteria Linear Programming (RMCLP) has received attention in decision support systems. Numerous theoretical and empirical studies have demonstrated that RMCLP is effective and efficient in classifying large scale data sets. However, a possible limitation of RMCLP is poor interpretability and low comprehensibility for end users and experts. This deficiency has limited RMCLP's use in many real-world applications where both accuracy and transparency of decision making are required, such as in Customer Relationship Management (CRM) and Credit Card Portfolio Management. In this paper, the authors present a clustering based rule extraction method to extract explainable and understandable rules from the RMCLP model. Experiments on both synthetic and real world data sets demonstrate that this rule extraction method can effectively extract explicit decision rules from RMCLP with only a small compromise in performance.
关键词	Classification Data Mining Intelligent Knowledge Management Multi-Criteria Optimization Multiple Criteria Linear Programming
DOI	10.4018/jdwm.2011070104
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China (NSFC)[61003167] ; National Natural Science Foundation of China (NSFC)[60803134] ; National Natural Science Foundation of China (NSFC)[90812001] ; National Natural Science Foundation of China (NSFC)[70621001] ; National Natural Science Foundation of China (NSFC)[70921061] ; Chinese Academy of Sciences ; Australian Research Council[DP1093762]
WOS研究方向	Computer Science
WOS类目	Computer Science, Software Engineering
WOS记录号	WOS:000307050500004
出版者	IGI PUBL
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/13186
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Sun, DongHong
作者单位	1.Tsinghua Univ, Network Res Ctr, Beijing 100084, Peoples R China 2.Univ Technol Sydney, Ctr Quantum Computat & Intelligent Syst, Sydney, NSW 2007, Australia 3.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China 4.Univ Nebraska, Coll Informat Sci & Technol, Peter Kiewit Inst, Omaha, NE 68182 USA 5.Chinese Acad Sci, FEDS Res Ctr, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Sun, DongHong,Liu, Li,Zhang, Peng,et al. Decision Rule Extraction for Regularized Multiple Criteria Linear Programming Model[J]. INTERNATIONAL JOURNAL OF DATA WAREHOUSING AND MINING,2011,7(3):88-101.
APA	Sun, DongHong,Liu, Li,Zhang, Peng,Zhu, Xingquan,&Shi, Yong.(2011).Decision Rule Extraction for Regularized Multiple Criteria Linear Programming Model.INTERNATIONAL JOURNAL OF DATA WAREHOUSING AND MINING,7(3),88-101.
MLA	Sun, DongHong,et al."Decision Rule Extraction for Regularized Multiple Criteria Linear Programming Model".INTERNATIONAL JOURNAL OF DATA WAREHOUSING AND MINING 7.3(2011):88-101.