A Purchase Prediction Based on Collaborative Filtering Algorithm

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Abstract:

For a more accurate prediction of the probability of consumers to purchase a commodity, this paper build a users’ behavior model based on correlation analysis with apriori algorithm. The model is built by learning from users’ history data and behaviors’ at present, an experimental result demonstrates that this model can effectively predict consumer buying behavior, and it is better than some traditional methods.

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Advanced Materials Research (Volumes 989-994)

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2241-2244

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July 2014

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© 2014 Trans Tech Publications Ltd. All Rights Reserved

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[1] Lin F Y, McClean S. A Data Mining Approach to the Prediction of Corporate Failure [J]. Knowledge-Based Systems, 2001, 14(3/14): 189-195.

DOI: 10.1016/s0950-7051(01)00096-x

Google Scholar

[2] Yao Jinfeng, Wu Chunxu . An Anonymous-User-Oriented Purchase Prediction Model Based on Web Usage Mining [J] Computer Applications and Software 2007, 11(24) 186 - 206.

Google Scholar

[3] JEN Lichung, WANG S J. Incorporating heterogeneity in customer valuation: an empirical study of health care direct marketing in Taiwan [J]. International Journal of 217-228 Operations Quantitative Management, 1998, 14 (10).

Google Scholar

[4] LI Xuejun, LI Longshu, XU Yi. Research on Web user's behavior prediction based on rough set. Computer Engineering and Applications, 2008, 44(13): 134- 136.

Google Scholar

[5] Sarwar B, Karypis G, Konstan J, Riedl J. Item-Based collaborative filtering recommendation algorithms. In: Proceedings of the 10th International World Wide Web Conference. 2001. 285~295.

DOI: 10.1145/371920.372071

Google Scholar

[6] Deng AL, Zhu YY, Shi BL. A collaborative filtering recommendation algorithm based on item rating prediction. Journal of Software, 2003, 14(9): 1621~1628.

Google Scholar