Identifying influential reviewers for word-of-mouth marketing

被引:82
作者
Li, Yung-Ming [1 ]
Lin, Chia-Hao [1 ]
Lai, Cheng-Yang [1 ]
机构
[1] Natl Chiao Tung Univ, Inst Informat Management, Hsinchu 300, Taiwan
关键词
Word-of-mouth marketing; Social network; Opinion mining; Trust; RFM; PMI; SERVICES; SYSTEM; TRUST; WEB;
D O I
10.1016/j.elerap.2010.02.004
中图分类号
F [经济];
学科分类号
02 ;
摘要
The key to word-of-mouth marketing is to discover the potential influential nodes for efficiently spreading product impressions. In this paper, a framework combined with mining techniques, a modified PMI measure, and an adaptive RFM model is proposed to evaluate the influential power of online reviewers. An artificial neural network is adopted to identify the target reviewers and a well-developed trust mechanism is utilized for effectiveness evaluation. This proposed framework is verified by the data collected from Epinions.com, one of the most popular online product review websites. The experimental results show that the proposed model could accurately identify which reviewers to select to become the influential nodes. This proposed approach can be exploited in effectively carrying out online word-of-mouth marketing, which can save a lot of resources in finding customers. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:294 / 304
页数:11
相关论文
共 53 条
[1]  
Ammeter AnthonyP., 2004, HUM RESOUR MANAGE R, V14, P47, DOI [DOI 10.1016/J.HRMR.2004.02.003, 10.1016/j.hrmr.2004.02.003]
[2]  
[Anonymous], 2007, ACM Trans. Knowl. Discov. Data
[3]  
[Anonymous], 1998, J. Serv. Res., DOI 10.1177/109467059800100102
[4]  
Baier M., 2002, CONT DATABASE MARKET
[5]   How critical are critical reviews? The box office effects of film critics, star power, and budgets [J].
Basuroy, S ;
Chatterjee, S ;
Ravid, SA .
JOURNAL OF MARKETING, 2003, 67 (04) :103-117
[6]  
Beverland M., 2005, Business Horizons, V48, P143, DOI 10.1016/j.bushor.2004.10.011
[7]  
BROCK SJ, 1997, J MARKETING, V61, P3
[8]   Agent-mediated architecture for reputation-based electronic tourism systems: A neural network approach [J].
Cao, Qing ;
Schniederjans, Marc J. .
INFORMATION & MANAGEMENT, 2006, 43 (05) :598-606
[9]   Intelligent value-based customer segmentation method for campaign management: A case study of automobile retailer [J].
Chan, Chu Chai Henry .
EXPERT SYSTEMS WITH APPLICATIONS, 2008, 34 (04) :2754-2762
[10]  
Chevalier J.A., 2003, 10148 NAT BUR EC RES