A Hybrid Recommendation System for E-Commerce based on Product Description and User Profile

被引:0
作者
Badriyah, Tessy [1 ]
Wijayanto, Erry Tri [1 ]
Syarif, Iwan [1 ]
Kristalina, Prima [1 ]
机构
[1] EEPIS, Dept Informat, Program Studi Tekn Informat D4, Kampus Politekn Elekt Negeri Surabaya PENS, Keputih Sukolilo Surabay 60111, Indonesia
来源
2017 SEVENTH INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING TECHNOLOGY (INTECH 2017) | 2017年
关键词
recommendation systems; content-based filtering; collaborative filtering; hybrid;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
E-commerce is an online trading system that eases transactions for both sellers and consumers without having to meet in person. The prevalence of e-commerce has increased competition amongst sellers, hence the users of e-commerce has to increase their performance, one of them by using recommendation system. This research develops a hybrid recommendation system for e-commerce that implements Content-based Filtering and Collaborative Filtering methods, which will compute the simmilarities of product description and user profile. In experiment results, it was found that the recommendation has similarity with product description and the preference of user profile with the average of precision value is 67.5% and recall value is 71.47%.
引用
收藏
页码:95 / 100
页数:6
相关论文
共 10 条
[1]  
[Anonymous], 1994, CSCW
[2]  
Gatto Elaine Cecilia, 2010, USING CONTENT BASED
[3]   USING COLLABORATIVE FILTERING TO WEAVE AN INFORMATION TAPESTRY [J].
GOLDBERG, D ;
NICHOLS, D ;
OKI, BM ;
TERRY, D .
COMMUNICATIONS OF THE ACM, 1992, 35 (12) :61-70
[4]  
Kant Vibhor, 2012, ENHANCING RECOMMENDA
[5]   GroupLens: Applying collaborative filtering to Usenet news [J].
Konstan, JA ;
Miller, BN ;
Maltz, D ;
Herlocker, JL ;
Gordon, LR ;
Riedl, J .
COMMUNICATIONS OF THE ACM, 1997, 40 (03) :77-87
[6]  
Lemire Daniel, 2005, CALIFORNIA SIAM DATA
[7]   Design of Multi-mode E-commerce Recommendation System [J].
Qiu, Zhao ;
Chen, Mingrui ;
Huang, Jun .
2010 THIRD INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY AND SECURITY INFORMATICS (IITSI 2010), 2010, :530-533
[8]  
Sarwar B., 2001, P WWW10 MAY 1 5 HONG, DOI 10.1145/371920.372071
[9]  
Schafer J. B., 1999, P 1 ACM C EL COMM DE
[10]  
van Someren Maarten, 2010, USING CONTENT BASED