Institute of Computing Technology, Chinese Academy IR
Decision Rule Extraction for Regularized Multiple Criteria Linear Programming Model | |
Sun, DongHong1; Liu, Li2; Zhang, Peng3; Zhu, Xingquan; Shi, Yong4,5 | |
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 | |
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. |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论