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Decision Rule Extraction for Regularized Multiple Criteria Linear Programming Model

文献类型：期刊论文

作者Sun, DongHong1; Liu, Li2; Zhang, Peng3; Zhu, Xingquan; Shi, Yong4,5
刊名INTERNATIONAL JOURNAL OF DATA WAREHOUSING AND MINING
出版日期2011-07-01
卷号7期号:3页码:88-101
关键词Classification Data Mining Intelligent Knowledge Management Multi-Criteria Optimization Multiple Criteria Linear Programming
ISSN号1548-3924
DOI10.4018/jdwm.2011070104
英文摘要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.
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
语种英语
WOS记录号WOS:000307050500004
出版者IGI PUBL
源URL[http://119.78.100.204/handle/2XEOYT63/13185]  
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.

入库方式： OAI收割

来源：计算技术研究所

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