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Classifications of credit cardholder behavior by using fuzzy linear programming | |
He, J; Liu, XT; Shi, Y; Xu, WX; Yan, N | |
发表期刊 | INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING |
关键词 | Data Mining Classification Fuzzy Linear Programming Satisfying Solution Credit Card Bankruptcy |
摘要 | Behavior analysis of credit cardholders is one of the main research topics in credit card portfolio management. Usually, the cardholder's behavior, especially bankruptcy, is measured by a score of aggregate attributes that describe cardholder's spending history. In real-life practice, statistics and neural networks are the major players to calculate such a score system for prediction. Recently, various multiple linear programming-based classification methods have been promoted for analyzing credit cardholders' behaviors. As a continuation of this research direction, this paper proposes a heuristic classification method by using the fuzzy linear programming (FLP) to discover the bankruptcy patterns of credit cardholders. Instead of identifying a compromise solution for the separation of credit cardholder behaviors, this approach classifies the credit cardholder behaviors by seeking a fuzzy (satisfying) solution obtained from a fuzzy linear program.In this paper, a real-life credit database from a major US bank is used for empirical study which is compared with the results of known multiple linear programming approaches. |
2004 | |
卷号 | 3期号:4页码:18,633-650 |
ISSN | 0219-6220 |
学科领域 | Computer Science ; Artificial Intelligence ; Information Systems ; Interdisciplinary Applications ; Computer Science ; Computer Science ; Operations Research & Management Science |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000225842700008 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.casisd.cn/handle/190111/5055 |
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 | He, J,Liu, XT,Shi, Y,et al. Classifications of credit cardholder behavior by using fuzzy linear programming[J]. INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING,2004,3(4):18,633-650. |
APA | He, J,Liu, XT,Shi, Y,Xu, WX,&Yan, N.(2004).Classifications of credit cardholder behavior by using fuzzy linear programming.INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING,3(4),18,633-650. |
MLA | He, J,et al."Classifications of credit cardholder behavior by using fuzzy linear programming".INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING 3.4(2004):18,633-650. |
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