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2020 | OriginalPaper | Chapter

Research on the Method of Identifying Opinion Leaders Based on Online Word-of-Mouth

Authors : Chenglin He, Shan Li, Yehui Yao, Yu Ding

Published in: Smart Service Systems, Operations Management, and Analytics

Publisher: Springer International Publishing

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Abstract

Opinion leaders are attracting increasing attention on practitioners and academics. Opinion leaders’ online Word-of-Mouth (WOM) plays a guiding and decisive role in reducing risks and uncertainty faced by users in online shopping. It is of great significance of businesses and enterprises to effectively identify opinion leaders. This study proposes an integrated method by looking at not only essential indicators of reviewers but also the review characteristics. The RFM model is used to evaluate the activity of reviewers. Four variables L (text length), T (period time), P (with or without a picture) and S (sentiment intensity) are derived to measure review helpfulness from review text. And two effective networks are built using the Artificial Neural Network (ANN). This study utilizes a real-life data set from Dianping.com for analysis and designs three different experiments to verify the identification effect. The results show that this method can scientifically and effectively identify the opinion leaders and analyze the influence of opinion leaders.

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Literature
1.
go back to reference X. Lu, S. Ba, L. Huang, Y. Feng, Promotional marketing or word-of-mouth? Evidence from online restaurant reviews. Inf. Syst. Res. 24(3), 596–612 (2013)CrossRef X. Lu, S. Ba, L. Huang, Y. Feng, Promotional marketing or word-of-mouth? Evidence from online restaurant reviews. Inf. Syst. Res. 24(3), 596–612 (2013)CrossRef
2.
go back to reference B. Gu, J. Park, P. Konana, The impact of external word-of-mouth sources on retailer sales of high-involvement products. Inf. Syst. Res. 23(1), 182–196 (2012)CrossRef B. Gu, J. Park, P. Konana, The impact of external word-of-mouth sources on retailer sales of high-involvement products. Inf. Syst. Res. 23(1), 182–196 (2012)CrossRef
3.
go back to reference A.H. Huang, K. Chen, D.C. Yen, T.P. Tran, A study of factors that contribute to online review helpfulness. Comput. Hum. Behav. 48(C), 17–27 (2015)CrossRef A.H. Huang, K. Chen, D.C. Yen, T.P. Tran, A study of factors that contribute to online review helpfulness. Comput. Hum. Behav. 48(C), 17–27 (2015)CrossRef
4.
go back to reference X. Yan, J. Wang, M. Chau, Customer revisit intention to restaurants: evidence from online reviews. Inf. Syst. Front. 17(3), 645–657 (2015)CrossRef X. Yan, J. Wang, M. Chau, Customer revisit intention to restaurants: evidence from online reviews. Inf. Syst. Front. 17(3), 645–657 (2015)CrossRef
5.
go back to reference C. Wu, H. Che, T. Chan, X. Lu, The economic value of online reviews. Mark. Sci. 34(5), 739–754 (2015)CrossRef C. Wu, H. Che, T. Chan, X. Lu, The economic value of online reviews. Mark. Sci. 34(5), 739–754 (2015)CrossRef
6.
go back to reference H. Choi, S. Kim, J. Lee, Role of network structure and network effects in diffusion of innovations. Ind. Mark. Manage. 39, 170–177 (2010)CrossRef H. Choi, S. Kim, J. Lee, Role of network structure and network effects in diffusion of innovations. Ind. Mark. Manage. 39, 170–177 (2010)CrossRef
7.
go back to reference S. Mohammadi, A. Andalib, Using the opinion leaders in social networks to improve the cold start challenge in recommender systems, in 2017 3th International Conference on Web Research (ICWR), (IEEE, Tehran, Iran, 2017), pp. 62–66 S. Mohammadi, A. Andalib, Using the opinion leaders in social networks to improve the cold start challenge in recommender systems, in 2017 3th International Conference on Web Research (ICWR), (IEEE, Tehran, Iran, 2017), pp. 62–66
8.
go back to reference S.B. Yudhoatmojo, I. Budi, F.K. Dewi, Identification of opinion leader on rumor spreading in online social network twitter using edge weighting and centrality measure weighting. in 2017 Twelfth International Conference on Digital Information Management (ICDIM) (IEEE, Fukuoka, Japan 2018), pp. 313–318 S.B. Yudhoatmojo, I. Budi, F.K. Dewi, Identification of opinion leader on rumor spreading in online social network twitter using edge weighting and centrality measure weighting. in 2017 Twelfth International Conference on Digital Information Management (ICDIM) (IEEE, Fukuoka, Japan 2018), pp. 313–318
9.
go back to reference Y. Ma, X. Shu, S. Shen, J. Song, G. Li, Q. Liu, Study on network public opinion dissemination and coping strategies in large fire disasters. Procedia Eng. 71, 616–621 (2014)CrossRef Y. Ma, X. Shu, S. Shen, J. Song, G. Li, Q. Liu, Study on network public opinion dissemination and coping strategies in large fire disasters. Procedia Eng. 71, 616–621 (2014)CrossRef
10.
go back to reference M. Shinde, S. Girase, Identification of topic-specific opinion leader using SPEAR algorithm in online knowledge communities, 2016 International Conference on Computing, Analytics and Security Trends (CAST) (IEEE, Pune, India, 2017), pp. 144–149 M. Shinde, S. Girase, Identification of topic-specific opinion leader using SPEAR algorithm in online knowledge communities, 2016 International Conference on Computing, Analytics and Security Trends (CAST) (IEEE, Pune, India, 2017), pp. 144–149
11.
go back to reference X. Yu, X. Wei, X. Lin, Algorithms of BBS opinion leader mining based on sentiment analysis. in WISM 2010: Web Information Systems and Mining (Springer, Sanya, China 2010), pp. 360–369CrossRef X. Yu, X. Wei, X. Lin, Algorithms of BBS opinion leader mining based on sentiment analysis. in WISM 2010: Web Information Systems and Mining (Springer, Sanya, China 2010), pp. 360–369CrossRef
12.
go back to reference Y. Cho, J. Hwang, D. Lee, Identification of effective opinion leaders in the diffusion of technological innovation: A social network approach. Technol. Forecast. Soc. Chang. 79, 97–106 (2012)CrossRef Y. Cho, J. Hwang, D. Lee, Identification of effective opinion leaders in the diffusion of technological innovation: A social network approach. Technol. Forecast. Soc. Chang. 79, 97–106 (2012)CrossRef
13.
go back to reference A. Ellero, A. Sorato, G. Fasano, A new model for estimating the probability of information spreading with opinion leaders. Department of Management at Università Ca’ Foscari Venezia working Paper No. 13, Italy (2011) A. Ellero, A. Sorato, G. Fasano, A new model for estimating the probability of information spreading with opinion leaders. Department of Management at Università Ca’ Foscari Venezia working Paper No. 13, Italy (2011)
14.
go back to reference Y. Ma, S. Cai, R. Wang, Study on the method of identifying opinion leaders based on online customer reviews. in 2011 International Conference on Management Science & Engineering (IEEE, Rome, Italy 2011), pp. 10–17 Y. Ma, S. Cai, R. Wang, Study on the method of identifying opinion leaders based on online customer reviews. in 2011 International Conference on Management Science & Engineering (IEEE, Rome, Italy 2011), pp. 10–17
15.
go back to reference J. Weng, E.P. Lim, J. Jiang, Q. He, TwitterRank: finding topic-sensitive influential twitterers. in Proceedings of the third ACM International Conference on Web Search and Data Mining (ACM, New York 2010), pp. 261–270 J. Weng, E.P. Lim, J. Jiang, Q. He, TwitterRank: finding topic-sensitive influential twitterers. in Proceedings of the third ACM International Conference on Web Search and Data Mining (ACM, New York 2010), pp. 261–270
16.
go back to reference W. Zhang, X. Li, H. He, X. Wang, Identifying network public opinion leaders based on markov logic networks. Sci. World J., 1–8 (2014) W. Zhang, X. Li, H. He, X. Wang, Identifying network public opinion leaders based on markov logic networks. Sci. World J., 1–8 (2014)
17.
go back to reference Q. Miao, Y. Meng, J. Sun, Identifying the most influential topic-sensitive opinion leaders in online review communities. in 2016 IEEE International Conference on Cloud Computing and Big Data Analysis (IEEE, Chengdu, China 2016), pp. 330–335 Q. Miao, Y. Meng, J. Sun, Identifying the most influential topic-sensitive opinion leaders in online review communities. in 2016 IEEE International Conference on Cloud Computing and Big Data Analysis (IEEE, Chengdu, China 2016), pp. 330–335
18.
go back to reference Y. Liu, J. Jin, P. Ji, A.H. Jenny, Y.K.F. Richard, Identifying helpful online review: a product designer’s perspective. Comput. Aided Des. 45(2), 180–194 (2013)CrossRef Y. Liu, J. Jin, P. Ji, A.H. Jenny, Y.K.F. Richard, Identifying helpful online review: a product designer’s perspective. Comput. Aided Des. 45(2), 180–194 (2013)CrossRef
19.
go back to reference M.S.I. Malik, A. Hussain, An analysis of review content and reviewer variables that contribute to review helpfulness. Inf. Process. Manage. 54, 88–104 (2018)CrossRef M.S.I. Malik, A. Hussain, An analysis of review content and reviewer variables that contribute to review helpfulness. Inf. Process. Manage. 54, 88–104 (2018)CrossRef
20.
go back to reference H. Hong, D. Xu, G. Wang, W. Fan, Understanding the determinants of online review helpfulness: a meta-analytic investigation. Decis. Support Syst. 102, 1–11 (2017)CrossRef H. Hong, D. Xu, G. Wang, W. Fan, Understanding the determinants of online review helpfulness: a meta-analytic investigation. Decis. Support Syst. 102, 1–11 (2017)CrossRef
21.
go back to reference S.M. Mudambi, D. Schuff, What makes a helpful review? A study of customer reviews on Amazon. Com. MIS Q. 34(1), 185–200 (2010)CrossRef S.M. Mudambi, D. Schuff, What makes a helpful review? A study of customer reviews on Amazon. Com. MIS Q. 34(1), 185–200 (2010)CrossRef
22.
go back to reference Y. Hu, K. Chen, P. Lee, The effect of user-controllable filters on the prediction of online hotel reviews. Inf. Manag. 54, 728–744 (2017)CrossRef Y. Hu, K. Chen, P. Lee, The effect of user-controllable filters on the prediction of online hotel reviews. Inf. Manag. 54, 728–744 (2017)CrossRef
23.
go back to reference A.Y. Chua, S. Banerjee, Helpfulness of user-generated reviews as a function of review sentiment, product type and information quality. Comput. Hum. Behav. 54, 547–554 (2016)CrossRef A.Y. Chua, S. Banerjee, Helpfulness of user-generated reviews as a function of review sentiment, product type and information quality. Comput. Hum. Behav. 54, 547–554 (2016)CrossRef
24.
go back to reference Q. Yan, Y. Meng, Factors affecting the perceived helpfulness of online reviews—an empirical study based on online film reviews. Chin. J. Manag. Sci. S1, 26–131 (2013). 闫强, 孟跃: 在线评论的感知有用性影响因素——基于在线影评的实证研究.中国管理科学 (S1), 26–131 (2013) Q. Yan, Y. Meng, Factors affecting the perceived helpfulness of online reviews—an empirical study based on online film reviews. Chin. J. Manag. Sci. S1, 26–131 (2013). 闫强, 孟跃: 在线评论的感知有用性影响因素——基于在线影评的实证研究.中国管理科学 (S1), 26–131 (2013)
25.
go back to reference Y. Yang, Y. Zhu, No picture, no truth? The effect of pictorial and verbal service online reviews on consumer attitudes. Psychol. Explor. 34(1), 83–89 (2014). 杨颖, 朱毅: 无图无真相?图片和文字网络评论对服务产品消费者态度的影响.心理学探新 34(1), 83–89 (2014) Y. Yang, Y. Zhu, No picture, no truth? The effect of pictorial and verbal service online reviews on consumer attitudes. Psychol. Explor. 34(1), 83–89 (2014). 杨颖, 朱毅: 无图无真相?图片和文字网络评论对服务产品消费者态度的影响.心理学探新 34(1), 83–89 (2014)
26.
go back to reference S. Chen, Research on the relationship between picture form word-of-mouth features and adoption effect. Huazhong University of Science and Technology, Hubei, China (2013). 陈珊珊: 图片形式网络口碑信息特性与其采纳效果的关系研究.华中科技大学, 湖北 (2013) S. Chen, Research on the relationship between picture form word-of-mouth features and adoption effect. Huazhong University of Science and Technology, Hubei, China (2013). 陈珊珊: 图片形式网络口碑信息特性与其采纳效果的关系研究.华中科技大学, 湖北 (2013)
Metadata
Title
Research on the Method of Identifying Opinion Leaders Based on Online Word-of-Mouth
Authors
Chenglin He
Shan Li
Yehui Yao
Yu Ding
Copyright Year
2020
DOI
https://doi.org/10.1007/978-3-030-30967-1_19