Rong Zhang
ABSTRACT
Analysis to product reviews has attracted great attention from both academia and industry. Generally the evaluation scores of reviews are used to generate the average scores of products and shops for future potential users. However, in the real world, there is the inconsistency problem between the evaluation scores and review content, and some customers do not give out fair reviews. In this work, we focus on detecting the credibility of customers by analyzing online shopping and review behaviors, and then we re-score the reviews for products and shops. In the end, we evaluate our algorithm based on the real data set from Taobao, the biggest E-commerce site in China.
- A. L. Berger, S. A. D. Pietra, and V. J. D. Pietra. A maximum entropy approach to natural language processing. Journal of Computational Linguistics, 22(1):39--71, 1996. Google Scholar
Digital Library
- J. Kleinberg. Authoritative sources in a hyperlinked environment. Journal of the ACM (JACM), 1999. Google ScholarDigital Library
- Y. Liu, X. Huang, A. An, and X. Yu. Modeling and predicting the helpfulness of online reviews. In Proc. of ICDM, pages 443--452, 2008. Google ScholarDigital Library
- G. Wang, S. Xie, B. Liu, and P. S. Yu. Review graph based online store review spammer detection. In Proc. of ICDM, 2011. Google ScholarDigital Library
Index Terms
- Exploiting shopping and reviewing behavior to re-score online evaluations
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