科研成果详情

题名Clustering method using item preference based on RFM for recommendation system in U-commerce
作者
发表日期2013
会议名称7th International Conference on Ubiquitous Information Technologies and Applications, CUTE 2012
会议录名称Lecture Notes in Electrical Engineering
ISBN9789400758568
ISSN1876-1100
卷号214 LNEE
页码353-362
会议日期December 20-22, 2012
会议地点Hong Kong, China
摘要

This paper proposes a new method using clustering of item preference based on Recency, Frequency, Monetary (RFM) for recommendation system in u-commerce under fixed mobile convergence service environment which is required by real time accessibility and agility. In this paper, using an implicit method without onerous question and answer to the users, not used user's profile for rating to reduce customers' search effort, it is necessary for us to keep the scoring of RFM to be able to reflect the attributes of the item and clustering in order to improve the accuracy of recommendation with high purchasability. To verify improved better performance of proposing system than the previous systems, we carry out the experiments in the same dataset collected in a cosmetic internet shopping mall. © 2013 Springer Science+Business Media.

关键词Clustering Collaborative filtering RFM
DOI10.1007/978-94-007-5857-5_38
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语种英语English
Scopus入藏号2-s2.0-84870843964
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文献类型会议论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/6566
专题理工科技学院
作者单位
1.Department of Computer Science,Chungbuk National University,Cheongju,South Korea
2.Department of Computer Science,Namseoul University,Cheonan-city,South Korea
3.Computer Science and Technology,DST,BNU-HKBU United International College,Zhuhai,China
4.Juseong University,Chungbuk,South Korea
推荐引用方式
GB/T 7714
Cho, Young Sung,Moon, Song Chul,Jeong, Seon Philet al. Clustering method using item preference based on RFM for recommendation system in U-commerce[C], 2013: 353-362.
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