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Consumers' purchase decisions are increasingly influenced by user-generated online reviews. Accordingly, there has been growing concern about the potential for posting "deceptive opinion spam" -- fictitious reviews that have been…

社会与信息网络 · 计算机科学 2014-09-17 Myle Ott , Claire Cardie , Jeff Hancock

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…

机器学习 · 计算机科学 2022-05-27 Kiril Danilchenko , Michael Segal , Dan Vilenchik

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

Nowadays, a big part of people rely on available content in social media in their decisions (e.g. reviews and feedback on a topic or product). The possibility that anybody can leave a review provide a golden opportunity for spammers to…

社会与信息网络 · 计算机科学 2017-03-13 Saeedreza Shehnepoor , Mostafa Salehi , Reza Farahbakhsh , Noel Crespi

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

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…

社会与信息网络 · 计算机科学 2020-12-29 Michela Fazzolari , Francesco Buccafurri , Gianluca Lax , Marinella Petrocchi

Yelp is one of the largest online searching and reviewing systems for kinds of businesses, including restaurants, shopping, home services et al. Analyzing the real world data from Yelp is valuable in acquiring the interests of users, which…

社会与信息网络 · 计算机科学 2015-12-29 Yan Cui

Due to the huge commercial interests behind online reviews, a tremendousamount of spammers manufacture spam reviews for product reputation manipulation. To further enhance the influence of spam reviews, spammers often collaboratively post…

信息检索 · 计算机科学 2020-11-17 Ziyang Wang , Wei Wei , Xian-Ling Mao , Guibing Guo , Pan Zhou , Shanshan Feng

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…

计算与语言 · 计算机科学 2016-05-19 Nabiha Asghar

Malicious crowdsourcing forums are gaining traction as sources of spreading misinformation online, but are limited by the costs of hiring and managing human workers. In this paper, we identify a new class of attacks that leverage deep…

密码学与安全 · 计算机科学 2017-09-11 Yuanshun Yao , Bimal Viswanath , Jenna Cryan , Haitao Zheng , Ben Y. Zhao

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 Reviews play a vital role in e commerce for decision making. Much of the population makes the decision of which places, restaurant to visit, what to buy and from where to buy based on the reviews posted on the respective platforms. A…

计算与语言 · 计算机科学 2022-01-03 Ashish Salunkhe

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.…

计算与语言 · 计算机科学 2016-09-12 Vlad Sandulescu , Martin Ester

Yelp has served and will continue to serve as a data-driven application. Yelp has published a dataset containing business information, reviews, user information, and check-in information. This paper will examine this dataset to provide…

分布式、并行与集群计算 · 计算机科学 2021-04-20 Mohsen Alam , Benjamin Cevallos , Oscar Flores , Randall Lunetto , Kotaro Yayoshi , Jongwook Woo

Consumers increasingly rate, review and research products online. Consequently, websites containing consumer reviews are becoming targets of opinion spam. While recent work has focused primarily on manually identifiable instances of opinion…

计算与语言 · 计算机科学 2011-07-25 Myle Ott , Yejin Choi , Claire Cardie , Jeffrey T. Hancock

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

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

Auditing is critical to ensuring the fairness and reliability of decision-making systems. However, auditing a black-box system for bias can be challenging due to the lack of transparency in the model's internal workings. In many web…

In this digital era, online shopping is common practice in our daily lives. Product reviews significantly influence consumer buying behavior and help establish buyer trust. However, the prevalence of fraudulent reviews undermines this trust…

机器学习 · 计算机科学 2025-09-29 Mst Eshita Khatun , Halima Akter , Tasnimul Rehan , Toufiq Ahmed

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
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