A Tangled Web: Evaluating the Impact of Displaying Fraudulent Reviews

作者: Beibei Li , Uttara Ananthakrishnan , Michael D. Smith

DOI:

关键词:

摘要: The growing interest in social media for legitimate promotion has been accompanied by an increasing number of fraudulent reviews. Beyond fraud detection, little is known about what review portals should do with reviews after detecting them. In this paper, we study how consumers respond to potentially and can leverage such knowledge design better management policies. To so, combine randomized experiments statistical learning using large-scale archival data from Yelp. Our show that tend expand the variety their choice set during product search increase trust towards portal when it displays along non-fraudulent reviews, rather than censor information. Finally, our analysis a Maximum Likelihood Estimation method allows us novel fraud-awareness reputation system platforms deploy improve consumer decision making. Displaying Fraudulent Reviews

参考文章(45)
Carlos Jensen, Shelly D. Farnham, Steven M. Drucker, Peter Kollock, The effect of communication modality on cooperation in online environments human factors in computing systems. pp. 470- 477 ,(2000) , 10.1145/332040.332478
Nathan Bos, Judy Olson, Darren Gergle, Gary Olson, Zach Wright, Effects of four computer-mediated communications channels on trust development Proceedings of the SIGCHI conference on Human factors in computing systems Changing our world, changing ourselves - CHI '02. pp. 135- 140 ,(2002) , 10.1145/503376.503401
Dina Mayzlin, Yaniv Dover, Judith A. Chevalier, Promotional Reviews: An Empirical Investigation of Online Review Manipulation Social Science Research Network. ,(2012) , 10.2139/SSRN.2128860
Jun Zheng, Elizabeth Veinott, Nathan Bos, Judith S. Olson, Gary M. Olson, Trust without touch Proceedings of the SIGCHI conference on Human factors in computing systems Changing our world, changing ourselves - CHI '02. pp. 141- 146 ,(2002) , 10.1145/503376.503402
Kyung-Hyan Yoo, Ulrike Gretzel, Influence of personality on travel-related consumer-generated media creation Computers in Human Behavior. ,vol. 27, pp. 609- 621 ,(2011) , 10.1016/J.CHB.2010.05.002
F Meziane, M K Kasiran, Evaluating trust in electronic commerce: a study based on the information provided on merchants’ websites Journal of the Operational Research Society. ,vol. 59, pp. 464- 472 ,(2008) , 10.1057/PALGRAVE.JORS.2602430
Paul Milgrom, John Roberts, Price and Advertising Signals of Product Quality Journal of Political Economy. ,vol. 94, pp. 796- 821 ,(1986) , 10.1086/261408
Phillip Nelson, None, Advertising as Information Journal of Political Economy. ,vol. 82, pp. 729- 754 ,(1974) , 10.1086/260231
Nitin Jindal, Bing Liu, Opinion spam and analysis web search and data mining. pp. 219- 230 ,(2008) , 10.1145/1341531.1341560
John P. Davis, Shelly Farnham, Carlos Jensen, Decreasing online 'bad' behavior CHI '02 extended abstracts on Human factors in computing systems - CHI '02. pp. 718- 719 ,(2002) , 10.1145/506443.506563