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A Data Mining Approach to Classify Credit Cardholders? Behavior

DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/ICDMW.2006.4

Sixth IEEE International Conference o ...

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	ASCII Text	x
	Aihua Li, Yong Shi, Meihong Zhu, Jingran Dai, "A Data Mining Approach to Classify Credit Cardholders? Behavior," Data Mining Workshops, International Conference on, vol. 0, no. 0, pp. 828-832, Sixth IEEE International Conference on Data Mining - Workshops (ICDMW'06), 2006.

	BibTex	x
	@article{ 10.1109/ICDMW.2006.4, author = {Aihua Li and Yong Shi and Meihong Zhu and Jingran Dai}, title = {A Data Mining Approach to Classify Credit Cardholders? Behavior}, journal ={Data Mining Workshops, International Conference on}, volume = {0}, year = {2006}, isbn = {}, pages = {828-832}, doi = {http://doi.ieeecomputersociety.org/10.1109/ICDMW.2006.4}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

	RefWorks Procite/RefMan/Endnote	x
	TY - CONF JO - Data Mining Workshops, International Conference on TI - A Data Mining Approach to Classify Credit Cardholders? Behavior SN - SP828 EP832 A1 - Aihua Li, A1 - Yong Shi, A1 - Meihong Zhu, A1 - Jingran Dai, PY - 2006 KW - null VL - 0 JA - Data Mining Workshops, International Conference on ER -

Aihua Li, Graduate University of Chinese Academy of Sciences

Yong Shi, Graduate University of Chinese Academy of Sciences

Meihong Zhu, Capital University of Economics and Business, Beijing, China

Jingran Dai, Rensselaer Polytechnic Institute, Troy, New York USA

Credit cardholders? behavior analysis is an important issue to be studied. Multi-criteria linear programming (MCLP) classification method has shown its advantage in fast speed and balanced classification accuracy on this problem. However, dimension reduction is necessary before some classification methods implementing, not only for faster classification speed but also for commercial knowledge discovering. In this paper, a data mining approach based on the combination of MCLP and Principal Component Analysis (PCA) is proposed, and the influence of PCA on MCLP classification method is studied. One dataset, which comes from a bank in US, is used to test the performance of this approach, and the advantage of this classification method is shown by experiments.

Citation:

Aihua Li, Yong Shi, Meihong Zhu, Jingran Dai, "A Data Mining Approach to Classify Credit Cardholders? Behavior," icdmw,pp.828-832, Sixth IEEE International Conference on Data Mining - Workshops (ICDMW'06), 2006

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