A Consumer Review-Driven Recommender Service for Web E-Commerce

被引：15
|
作者：
Lin, Keng-Pei [1 ]
Shen, Chih-Ya [2 ]
Chang, Tzu-Lin [3 ]
Chang, Te-Min [1 ]
机构：
[1] Natl Sun Yat Sen Univ, Dept Informat Management, Kaohsiung, Taiwan
[2] Natl Tsing Hua Univ, Dept Comp Sci, Hsinchu, Taiwan
[3] Natl Taiwan Univ, Dept Accounting, Taipei, Taiwan
来源：
2017 IEEE 10TH CONFERENCE ON SERVICE-ORIENTED COMPUTING AND APPLICATIONS (SOCA) | 2017年
关键词：
recommender systems; e-commerce; topic modeling;
D O I：
10.1109/SOCA.2017.35
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Consumer reviews play an important role in various e-commerce sites like hotel reservation and app stores. Online consumer reviews are informative because they convey consumers' actual experiences and evaluations to the products and services they received. In this paper, we leverage the consumer reviews to develop a review-driven recommender service for e-commerce websites. We semantically explore the topics in reviews to derive the product features and infer the preferences of consumers for making recommendations. We conduct large-scale experiments on real-world data. The results manifest that the proposed recommender service is effective for web e-commerce.
引用
收藏
页码：206 / 210
页数：5
相关论文
共 50 条
  • [31] A Systematic Study on the Recommender Systems in the E-Commerce
    Alamdari, Pegah Malekpour
    Navimipour, Nima Jafari
    Hosseinzadeh, Mehdi
    Safaei, Ali Asghar
    Darwesh, Aso
    IEEE ACCESS, 2020, 8 : 115694 - 115716
  • [32] Introducing specialization in e-commerce recommender systems
    Palopoli, Luigi
    Rosaci, Domenico
    Sarne, Giuseppe M. L.
    CONCURRENT ENGINEERING-RESEARCH AND APPLICATIONS, 2013, 21 (03): : 187 - 196
  • [33] A Survey of Explainable E-Commerce Recommender Systems
    Gao, Huaqi
    Zhou, Shunke
    2022 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY, WI-IAT, 2022, : 723 - 730
  • [34] WEB 3.0 IN E-COMMERCE
    Komarov, M.
    Testova, A.
    BIZNES INFORMATIKA-BUSINESS INFORMATICS, 2013, 24 (02): : 27 - +
  • [35] Semantic Web for e-Commerce
    Gruber, Bernd
    ERCIM NEWS, 2009, (77): : 53 - 54
  • [36] Web channels in e-commerce
    Chaudhury, A
    Mallick, DN
    Rao, HR
    COMMUNICATIONS OF THE ACM, 2001, 44 (01) : 99 - 104
  • [37] Factors affecting consumers' acceptance of e-commerce consumer credit service
    Jia, Lin
    Xue, Geng
    Fu, Yuwei
    Xu, Longjia
    INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT, 2018, 40 : 103 - 110
  • [38] Forecasting e-commerce consumer returns: a systematic literature review
    Karl, David
    MANAGEMENT REVIEW QUARTERLY, 2024,
  • [39] Consumer Protection in E-commerce: Synthesis Review of Related Books
    Alharthi, Saud Hamoud
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2022, 22 (08): : 413 - 419
  • [40] Consumer Protection in E-commerce: Synthesis Review of Related Books
    Alharthi, Saud Hamoud
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2022, 22 (09): : 413 - 419
12345