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Negative reviews on e-commerce platforms, mainly in the form of texts, are posted by online consumers to express complaints about unsatisfactory experiences, providing a proxy of big data for sellers to consider improvements. However, the…

General Economics · Economics 2020-04-29 Menghan Sun , Jichang Zhao

In electronic commerce (e-commerce)markets, a decision-maker faces a sequential choice problem. Third-party intervention is essential in making purchase decisions in this choice process. For instance, while purchasing products/services…

Theoretical Economics · Economics 2025-10-08 Dipankar Das

This study was motivated by the problem of identifying fake documents on the Internet. To explore possible solutions to this problem we introduce a model of a network community in which members submit documents with verifiable content.…

Classical Analysis and ODEs · Mathematics 2018-12-20 Andrei Olifer

Recent researches have seen an upsurge in the analysis of consumer reviews. Although, several dimensions have been explored, less is known on the temporal dynamics of events that happen over the lifecycle of online products. What are the…

Social and Information Networks · Computer Science 2017-04-12 Santosh K C , Arjun Mukherjee

The rise of Generative AI has led to a surge in AI-generated reviews, often posing a serious threat to the credibility of online platforms. Reviews serve as the primary source of information about products and services. Authentic reviews…

Computation and Language · Computer Science 2025-11-10 Somsubhra De , Advait Vats

Many companies nowadays offer compensation to online reviews (called compensated reviews), expecting to increase the volume of their non-compensated reviews and overall rating. Does this strategy work? On what subjects or topics does this…

General Economics · Economics 2024-10-22 Peng Li , Arim Park , Soohyun Cho , Yao Zhao

Deep Learning as a field has been successfully used to solve a plethora of complex problems, the likes of which we could not have imagined a few decades back. But as many benefits as it brings, there are still ways in which it can be used…

Computer Vision and Pattern Recognition · Computer Science 2021-06-25 Samay Pashine , Sagar Mandiya , Praveen Gupta , Rashid Sheikh

Search and recommendation systems are ubiquitous and irreplaceable tools in our daily lives. Despite their critical role in selecting and ranking the most relevant information, they typically do not consider the veracity of information…

Information Retrieval · Computer Science 2020-09-29 Eslam Hussein , Hoda Eldardiry

Consuming news from social media is becoming increasingly popular. Social media appeals to users due to its fast dissemination of information, low cost, and easy access. However, social media also enables the widespread of fake news.…

Social and Information Networks · Computer Science 2019-05-01 Kai Shu , Xinyi Zhou , Suhang Wang , Reza Zafarani , Huan Liu

A reliable inference of networks from data is of key interest in the Neurosciences. Several methods have been suggested in the literature to reliably determine links in a network. To decide about the presence of links, these techniques rely…

Physics and Society · Physics 2018-06-29 Gloria Cecchini , Marco Thiel , Bjoern Schelter , Linda Sommerlade

Dark patterns utilize interface elements to trick users into performing unwanted actions. Online shopping websites often employ these manipulative mechanisms so as to increase their potential customer base, to boost their sales, or to…

Human-Computer Interaction · Computer Science 2021-07-19 Christian Voigt , Stephan Schlögl , Aleksander Groth

With the widespread use of the internet and handheld devices, social media now holds a power similar to that of old newspapers. People use social media platforms for quick and accessible information. However, this convenience comes with a…

Social and Information Networks · Computer Science 2025-09-08 Maria-Diana Cotelin , Ciprian-Octavian Truică , Elena-Simona Apostol

This project investigates factors that influence the perceived helpfulness of Amazon product reviews through machine learning techniques. After extensive feature analysis and correlation testing, we identified key metadata characteristics…

Neural and Evolutionary Computing · Computer Science 2024-12-05 Emin Kirimlioglu , Harrison Kung , Dominic Orlando

Expert systems have been used to enable computers to make recommendations and decisions. This paper presents the use of a machine learning trained expert system (MLES) for phishing site detection and fake news detection. Both topics share a…

Cryptography and Security · Computer Science 2021-08-19 Benjamin Fitzpatrick , Xinyu "Sherwin" Liang , Jeremy Straub

The rapid advancement in deep learning makes the differentiation of authentic and manipulated facial images and video clips unprecedentedly harder. The underlying technology of manipulating facial appearances through deep generative…

Computer Vision and Pattern Recognition · Computer Science 2021-09-08 Sm Zobaed , Md Fazle Rabby , Md Istiaq Hossain , Ekram Hossain , Sazib Hasan , Asif Karim , Khan Md. Hasib

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…

Cryptography and Security · Computer Science 2012-11-06 Mohammad Allahbakhsh , Aleksandar Ignjatovic , Boualem Benatallah , Seyed-Mehdi-Reza Beheshti , Norman Foo , Elisa Bertino

The topic of fake news has drawn attention both from the public and the academic communities. Such misinformation has the potential of affecting public opinion, providing an opportunity for malicious parties to manipulate the outcomes of…

Machine Learning · Computer Science 2017-09-05 Natali Ruchansky , Sungyong Seo , Yan Liu

Online reviews and recommendation systems help users navigate overwhelming choice, but they are vulnerable to self-reinforcing distortions. This paper examines how a single malicious reviewer can exploit popularity-biased rating dynamics…

Social and Information Networks · Computer Science 2026-04-16 Itsuki Fujisaki , Kunhao Yang

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…

Computation and Language · Computer Science 2011-07-25 Myle Ott , Yejin Choi , Claire Cardie , Jeffrey T. Hancock

Given a set of financial transactions (who buys from whom, when, and for how much), as well as prior information from buyers and sellers, how can we find fraudulent transactions? If we have labels for some transactions for known types of…

Machine Learning · Computer Science 2025-10-07 Robson L. F. Cordeiro , Meng-Chieh Lee , Christos Faloutsos
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