The context-based review recommendation system in e-business platform

被引:0
|
作者
Ki-Kwang Lee
Hong-Hee Lee
Su-Ji Cho
Gyung-Su Min
机构
[1] Dankook University,Department of Business Administration
[2] St. Mary’s University,Greehey School of Business
来源
Service Business | 2022年 / 16卷
关键词
Online review systems; Review helpfulness; Machine learning; Imbalanced environment;
D O I
暂无
中图分类号
学科分类号
摘要
With the phenomenal growth of e-commerce, online review systems have become the normative dissemination mode of electronic word-of-mouth (eWOM). Unlike traditional WOM, consumers experience information overload in eWOM, thus they often read only a few reviews before making their purchase decision. Consumers tend to search for the most helpful and useful reviews from the large volume of posted reviews. To identify the most relevant reviews, this study applied both non-context features that affect the helpfulness of reviews and the context information that the review texts imply. The test performance and the results of the proposed method more effectively extracted reviews that provided the helpful information to consumers than the ordinary voting-based top-review list.
引用
收藏
页码:991 / 1013
页数:22
相关论文
共 50 条
  • [31] Mining evolving association rules for e-business recommendation
    Shun Long
    Wei-heng Zhu
    Journal of Shanghai Jiaotong University (Science), 2012, 17 (2) : 161 - 165
  • [32] Research on Medicine E-business Platform Model
    Zhang Qing-Hua
    2007 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-15, 2007, : 3561 - 3564
  • [33] Mobile e-Commerce Recommendation System Based on Multi-Source Information Fusion for Sustainable e-Business
    Guo, Yan
    Yin, Chengxin
    Li, Mingfu
    Ren, Xiaoting
    Liu, Ping
    SUSTAINABILITY, 2018, 10 (01)
  • [34] SECURE E-BUSINESS SOLUTION FOR MOBILE PLATFORM
    Ratiu, Crina
    Bucerzan, Dominic
    INTERNATIONAL CONFERENCE ON INFORMATICS IN ECONOMY, IE 2016: EDUCATION, RESEARCH & BUSINESS TECHNOLOGIES, 2016, : 51 - 57
  • [35] Sprint launches new E-business platform
    不详
    IEEE COMMUNICATIONS MAGAZINE, 2001, 39 (06) : 62 - 62
  • [36] Measuring Individual e-Business Capability Working on an Enterprise e-Business System
    Yoon, Chui Young
    Lee, Keon Myung
    Hong, Seung Kweon
    2009 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1-4, 2009, : 69 - 73
  • [37] Context-based recommendation service in ubiquitous commerce
    Hwang, JH
    Gu, MS
    Ryu, KH
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2005, PT 2, 2005, 3481 : 966 - 976
  • [38] A method of context-based POI personalized recommendation
    Institute of Surveying and Mapping, Information Engineering University, Zhengzhou
    450001, China
    不详
    510515, China
    Wuhan Daxue Xuebao Xinxi Kexue Ban, 6 (829-833):
  • [39] Context-based global expertise in recommendation systems
    Carchiolo, Vincenza
    Longheu, Alessandro
    Malgeri, Michele
    Mangioni, Giuseppe
    Informatica (Ljubljana), 2010, 34 (04) : 409 - 417
  • [40] The Research on the Supply-chain Management Based on E-Business Platform
    Liu, Wei
    Wang, Zi
    26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 3551 - 3556