Using Genetic Algorithms for Personalized Recommendation

被引：0

作者：

Hwang, Chein-Shung ^{[1
]}

Su, Yi-Ching ^{[2
]}

Tseng, Kuo-Cheng ^{[2
]}

机构：

[1] Chinese Culture Univ, Dept Informat Management, Taipei, Taiwan

[2] Chinmin Inst Technol, Dept Informat Management, Miaoli, Taiwan

来源：

COMPUTATIONAL COLLECTIVE INTELLIGENCE: TECHNOLOGIES AND APPLICATIONS, PT II | 2010年 / 6422卷

关键词：

Recommender systems; generic algorithm; collaborative filtering;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

With the high-speed development of customer service orientation, it is essential that the enterprises must find and understand customers' interests and preferences and then provide for suitable products or services. Recommender systems provide one way of circumventing this problem. This paper describes a new recommender system, which employs a genetic algorithm to learn personal preferences of customers and provide tailored suggestions.

引用

页码：104 / +

页数：3

共 9 条

[1] USING COLLABORATIVE FILTERING TO WEAVE AN INFORMATION TAPESTRY
GOLDBERG, D
NICHOLS, D
OKI, BM
TERRY, D
[J]. COMMUNICATIONS OF THE ACM, 1992, 35 (12) : 61 - 70
[2] Karypis G., 2001, Proceedings of the 2001 ACM CIKM. Tenth International Conference on Information and Knowledge Management, P247, DOI 10.1145/502585.502627
[3] GroupLens: Applying collaborative filtering to Usenet news
Konstan, JA
Miller, BN
Maltz, D
Herlocker, JL
Gordon, LR
Riedl, J
[J]. COMMUNICATIONS OF THE ACM, 1997, 40 (03) : 77 - 87
[4] Lawrence D., 1991, Handbook of Genetic Algorithms
[5] Resnick P, 1994, CSCW 94 P C COMPUTER, P175, DOI DOI 10.1145/192844.192905
[6] Schafer J., 2001, DATA MIN KNOWL DISC, V5, P115, DOI [DOI 10.1023/A:1009804230409, 10.1023/a:1009804230409]
[7] Shardanand U., 1995, Human Factors in Computing Systems. CHI'95 Conference Proceedings, P210, DOI 10.1145/223904.223931
[8] GENETIC ALGORITHMS - A SURVEY
SRINIVAS, M
PATNAIK, LM
[J]. COMPUTER, 1994, 27 (06) : 17 - 26
[9] Feature-based recommendations for one-to-one marketing
Weng, SS
Liu, MJ
[J]. EXPERT SYSTEMS WITH APPLICATIONS, 2004, 26 (04) : 493 - 508

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