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Related papers: Spotting Suspicious Reviews via (Quasi-)clique Ext…

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User-generated reviews of products are vital assets of online commerce, such as Amazon and Yelp, while fake reviews are prevalent to mislead customers. GNN is the state-of-the-art method that detects suspicious reviewers by exploiting the…

Machine Learning · Computer Science 2023-05-09 Jiaxin Liu , Yuefei Lyu , Xi Zhang , Sihong Xie

Online review systems are important components in influencing customers' purchase decisions. To manipulate a product's reputation, many stores hire large numbers of people to produce fake reviews to mislead customers. Previous methods…

Social and Information Networks · Computer Science 2021-12-14 Chen Cao , Shihao Li , Shuo Yu , Zhikui Chen

Given the reach of web platforms, bad actors have considerable incentives to manipulate and defraud users at the expense of platform integrity. This has spurred research in numerous suspicious behavior detection tasks, including detection…

Social and Information Networks · Computer Science 2020-05-19 Hamed Nilforoshan , Neil Shah

Online reviews have increasingly become a very important resource for consumers when making purchases. Though it is becoming more and more difficult for people to make well-informed buying decisions without being deceived by fake reviews.…

Computation and Language · Computer Science 2016-09-12 Vlad Sandulescu , Martin Ester

User reviews reflect significant value of product in the world of e-market. Many firms or product providers hire spammers for misleading new customers by posting spam reviews. There are three types of fake reviews, untruthful reviews, brand…

Information Retrieval · Computer Science 2020-03-03 Jay Kumar

The United Nations Consumer Protection Guidelines lists "access ... to adequate information ... to make informed choices" as a core consumer protection right. However, problematic online reviews and imperfections in algorithms that detect…

Computers and Society · Computer Science 2022-02-21 Ryan Amos , Roland Maio , Prateek Mittal

Online reviews have become a valuable and significant resource, for not only consumers but companies, in decision making. In the absence of a trusted system, highly popular and trustworthy internet users will be assumed as members of the…

Social and Information Networks · Computer Science 2020-04-22 Viet Trinh , Vikrant More , Samira Zare , Sheideh Homayon

Over the last years, online reviews became very important since they can influence the purchase decision of consumers and the reputation of businesses, therefore, the practice of writing fake reviews can have severe consequences on…

Social and Information Networks · Computer Science 2020-12-29 Michela Fazzolari , Francesco Buccafurri , Gianluca Lax , Marinella Petrocchi

Online reviews significantly impact consumers' decision-making process and firms' economic outcomes and are widely seen as crucial to the success of online markets. Firms, therefore, have a strong incentive to manipulate ratings using fake…

Social and Information Networks · Computer Science 2024-10-24 Sherry He , Brett Hollenbeck , Gijs Overgoor , Davide Proserpio , Ali Tosyali

Online reviews play an integral part for success or failure of businesses. Prior to purchasing services or goods, customers first review the online comments submitted by previous customers. However, it is possible to superficially boost or…

Computation and Language · Computer Science 2020-10-12 Faranak Abri , Luis Felipe Gutierrez , Akbar Siami Namin , Keith S. Jones , David R. W. Sears

Fake reviews and review manipulation are growing problems on online marketplaces globally. Review Hijacking is a new review manipulation tactic in which unethical sellers "hijack" an existing product page (usually one with many positive…

Computation and Language · Computer Science 2021-09-27 Monika Daryani , James Caverlee

Online commerce relies heavily on user generated reviews to provide unbiased information about products that they have not physically seen. The importance of reviews has attracted multiple exploitative online behaviours and requires methods…

Computation and Language · Computer Science 2024-05-14 Priyabrata Karmakar , John Hawkins

In the past decade, network structures have penetrated nearly every aspect of our lives. The detection of anomalous vertices in these networks has become increasingly important, such as in exposing computer network intruders or identifying…

Social and Information Networks · Computer Science 2017-06-07 Dima Kagan , Yuval Elovici , Michael Fire

E-commerce is the fastest-growing segment of the economy. Online reviews play a crucial role in helping consumers evaluate and compare products and services. As a result, fake reviews (opinion spam) are becoming more prevalent and…

Machine Learning · Computer Science 2022-05-27 Kiril Danilchenko , Michael Segal , Dan Vilenchik

Online reviews provide viewpoints on the strengths and shortcomings of products/services, influencing potential customers' purchasing decisions. However, the proliferation of non-credible reviews -- either fake (promoting/ demoting an…

Artificial Intelligence · Computer Science 2017-05-09 Subhabrata Mukherjee , Sourav Dutta , Gerhard Weikum

Review websites, such as TripAdvisor and Yelp, allow users to post online reviews for various businesses, products and services, and have been recently shown to have a significant influence on consumer shopping behaviour. An online review…

Computation and Language · Computer Science 2016-05-19 Nabiha Asghar

Fake review identification is an important topic and has gained the interest of experts all around the world. Identifying fake reviews is challenging for researchers, and there are several primary challenges to fake review detection. We…

Computation and Language · Computer Science 2022-12-20 Amira Yousif , James Buckley

Large numbers of people all over the world read and contribute to various review sites. Many contributors are understandably concerned about privacy; specifically, about linkability of reviews (and accounts) across review sites. In this…

Cryptography and Security · Computer Science 2012-01-12 Mishari Almishari , Gene Tsudik

App stores include an increasing amount of user feedback in form of app ratings and reviews. Research and recently also tool vendors have proposed analytics and data mining solutions to leverage this feedback to developers and analysts,…

Information Retrieval · Computer Science 2019-04-30 Daniel Martens , Walid Maalej

Online reviews have a significant influence on customers' purchasing decisions for any products or services. However, fake reviews can mislead both consumers and companies. Several models have been developed to detect fake reviews using…

Computation and Language · Computer Science 2021-12-30 Rami Mohawesh , Shuxiang Xu , Matthew Springer , Muna Al-Hawawreh , Sumbal Maqsood
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