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相关论文: Fake Reviewer Group Detection in Online Review Sys…

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Online reviews play a crucial role in deciding the quality before purchasing any product. Unfortunately, spammers often take advantage of online review forums by writing fraud reviews to promote/demote certain products. It may turn out to…

社会与信息网络 · 计算机科学 2019-07-30 Sarthika Dhawan , Siva Charan Reddy Gangireddy , Shiv Kumar , Tanmoy Chakraborty

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…

社会与信息网络 · 计算机科学 2024-10-24 Sherry He , Brett Hollenbeck , Gijs Overgoor , Davide Proserpio , Ali Tosyali

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…

机器学习 · 计算机科学 2023-05-09 Jiaxin Liu , Yuefei Lyu , Xi Zhang , Sihong Xie

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…

计算与语言 · 计算机科学 2021-12-30 Rami Mohawesh , Shuxiang Xu , Matthew Springer , Muna Al-Hawawreh , Sumbal Maqsood

How to tell if a review is real or fake? What does the underworld of fraudulent reviewing look like? Detecting suspicious reviews has become a major issue for many online services. We propose the use of a clique-finding approach to discover…

社会与信息网络 · 计算机科学 2015-09-22 Paras Jain , Shang-Tse Chen , Mozhgan Azimpourkivi , Duen Horng Chau , Bogdan Carbunar

Social reviews have dominated the web and become a plausible source of product information. People and businesses use such information for decision-making. Businesses also make use of social information to spread fake information using a…

机器学习 · 计算机科学 2023-01-05 Saeedreza Shehnepoor , Roberto Togneri , Wei Liu , Mohammed Bennamoun

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…

计算与语言 · 计算机科学 2020-10-12 Faranak Abri , Luis Felipe Gutierrez , Akbar Siami Namin , Keith S. Jones , David R. W. Sears

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…

信息检索 · 计算机科学 2020-03-03 Jay Kumar

The publication of fake reviews by parties with vested interests has become a severe problem for consumers who use online product reviews in their decision making. To counter this problem a number of methods for detecting these fake…

社会与信息网络 · 计算机科学 2016-08-03 David Savage , Xiuzhen Zhang , Xinghuo Yu , Pauline Chou , Qingmai Wang

Online marketplaces often witness opinion spam in the form of reviews. People are often hired to target specific brands for promoting or impeding them by writing highly positive or negative reviews. This often is done collectively in…

社会与信息网络 · 计算机科学 2020-04-14 Viresh Gupta , Aayush Aggarwal , Tanmoy Chakraborty

Online rating systems are subject to malicious behaviors mainly by posting unfair rating scores. Users may try to individually or collaboratively promote or demote a product. Collaborating unfair rating 'collusion' is more damaging than…

Customers represent their satisfactions of consuming products by sharing their experiences through the utilization of online reviews. Several machine learning-based approaches can automatically detect deceptive and fake reviews. Recently,…

机器学习 · 计算机科学 2020-06-16 Luis Gutierrez-Espinoza , Faranak Abri , Akbar Siami Namin , Keith S. Jones , David R. W. Sears

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…

计算与语言 · 计算机科学 2024-05-14 Priyabrata Karmakar , John Hawkins

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…

计算与语言 · 计算机科学 2022-12-20 Amira Yousif , James Buckley

Online reviews are potent sources for industry owners and buyers, however opportunistic people may try to destruct or promote their desired product by publishing fake comments named spam opinion. So far, many models have been developed to…

社会与信息网络 · 计算机科学 2020-08-21 Amir Jalaly Bidgolya , Zoleikha Rahmaniana

A robust and reliable system of detecting spam reviews is a crying need in todays world in order to purchase products without being cheated from online sites. In many online sites, there are options for posting reviews, and thus creating…

计算与语言 · 计算机科学 2022-11-04 G. M. Shahariar , Swapnil Biswas , Faiza Omar , Faisal Muhammad Shah , Samiha Binte Hassan

Social reviews are indispensable resources for modern consumers' decision making. For financial gain, companies pay fraudsters preferably in groups to demote or promote products and services since consumers are more likely to be misled by a…

机器学习 · 计算机科学 2021-11-19 Saeedreza Shehnepoor , Roberto Togneri , Wei Liu , Mohammed Bennamoun

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…

人工智能 · 计算机科学 2017-05-09 Subhabrata Mukherjee , Sourav Dutta , Gerhard Weikum

The use of online reviews to aid with purchase decisions is popular among consumers as it is a simple heuristic tool based on the reported experiences of other consumers. However, not all online reviews are written by real consumers or…

综合经济学 · 经济学 2024-04-30 Shawn Berry

Customers' reviews and feedback play crucial role on electronic commerce~(E-commerce) platforms like Amazon, Zalando, and eBay in influencing other customers' purchasing decisions. However, there is a prevailing concern that sellers often…

计算与语言 · 计算机科学 2024-08-01 Md Shajalal , Md Atabuzzaman , Alexander Boden , Gunnar Stevens , Delong Du
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