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Helpful reviews have been essential for the success of e-commerce services, as they help customers make quick purchase decisions and benefit the merchants in their sales. While many reviews are informative, others provide little value and…

Computation and Language · Computer Science 2023-03-03 Mir Tafseer Nayeem , Davood Rafiei

Modeling and prediction of review helpfulness has become more predominant due to proliferation of e-commerce websites and online shops. Since the functionality of a product cannot be tested before buying, people often rely on different…

Computation and Language · Computer Science 2020-04-29 Iyiola E. Olatunji , Xin Li , Wai Lam

Online reviews provided by consumers are a valuable asset for e-Commerce platforms, influencing potential consumers in making purchasing decisions. However, these reviews are of varying quality, with the useful ones buried deep within a…

Artificial Intelligence · Computer Science 2017-05-09 Subhabrata Mukherjee , Kashyap Popat , Gerhard Weikum

Businesses and customers can gain valuable information from product reviews. The sheer number of reviews often necessitates ranking them based on their potential helpfulness. However, only a few reviews ever receive any helpfulness votes on…

Computation and Language · Computer Science 2024-02-27 Ali Boluki , Javad Pourmostafa Roshan Sharami , Dimitar Shterionov

In online review sites, the analysis of user feedback for assessing its helpfulness for decision-making is usually carried out by locally studying the properties of individual reviews. However, global properties should be considered as well…

Information Retrieval · Computer Science 2020-11-23 Noemi Mauro , Liliana Ardissono , Giovanna Petrone

There are many on-line settings in which users publicly express opinions. A number of these offer mechanisms for other users to evaluate these opinions; a canonical example is Amazon.com, where reviews come with annotations like "26 of 32…

Computation and Language · Computer Science 2009-06-24 Cristian Danescu-Niculescu-Mizil , Gueorgi Kossinets , Jon Kleinberg , Lillian Lee

This paper examines the effect of two-sided argumentation on the perceived helpfulness of online consumer reviews. In contrast to previous works, our analysis thereby sheds light on the reception of reviews from a language-based…

Computation and Language · Computer Science 2018-12-27 Bernhard Lutz , Nicolas Pröllochs , Dirk Neumann

We study the helpful product reviews identification problem in this paper. We observe that the evidence-conclusion discourse relations, also known as arguments, often appear in product reviews, and we hypothesise that some argument-based…

Computation and Language · Computer Science 2017-07-25 Haijing Liu , Yang Gao , Pin Lv , Mengxue Li , Shiqiang Geng , Minglan Li , Hao Wang

E-commerce dominates a large part of the world's economy with many websites dedicated to online selling products. The vast majority of e-commerce websites provide their customers with the ability to express their opinions about the…

Computation and Language · Computer Science 2020-08-25 Abdalraheem Alsmadi , Shadi AlZu'bi , Mahmoud Al-Ayyoub , Yaser Jararweh

Personality is a psychological factor that reflects people's preferences, which in turn influences their decision-making. We hypothesize that accurate modeling of users' personalities improves recommendation systems' performance. However,…

Information Retrieval · Computer Science 2023-03-22 Xinyuan Lu , Min-Yen Kan

Despite the maturity already achieved by recommender systems algorithms, little is known about how to obtain and provide users with a proper rationale for a recommendation. Transparency and effectiveness of recommender systems may be…

Information Retrieval · Computer Science 2020-10-14 D. C. Hernandez-Bocanegra , J. Ziegler

Online product reviews are a valuable resource for product developers to improve the design of their products. Yet, the potential value of customer feedback to improve the sustainability performance of products is still to be exploited. The…

Computers and Society · Computer Science 2022-02-16 Michael Saidani , Harrison Kim , Nawres Ayadhi , Bernard Yannou

The product reviews are posted online in the hundreds and even in the thousands for some popular products. Handling such a large volume of continuously generated online content is a challenging task for buyers, sellers, and even…

Information Retrieval · Computer Science 2019-01-21 Sunil Saumya , Jyoti Prakash Singh , Abdullah Mohammed Baabdullah , Nripendra P. Rana , Yogesh k. Dwivedi

Internet users generate content at unprecedented rates. Building intelligent systems capable of discriminating useful content within this ocean of information is thus becoming a urgent need. In this paper, we aim to predict the usefulness…

Computation and Language · Computer Science 2018-09-24 Marco Passon , Marco Lippi , Giuseppe Serra , Carlo Tasso

In recent years online shopping has gained momentum and became an important venue for customers wishing to save time and simplify their shopping process. A key advantage of shopping online is the ability to read what other customers are…

Computation and Language · Computer Science 2021-07-13 Iftah Gamzu , Hila Gonen , Gilad Kutiel , Ran Levy , Eugene Agichtein

Most of the existing recommender systems are based only on the rating data, and they ignore other sources of information that might increase the quality of recommendations, such as textual reviews, or user and item characteristics.…

Information Retrieval · Computer Science 2021-11-17 Tatev Karen Aslanyan , Flavius Frasincar

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…

Machine Learning · Computer Science 2025-09-29 Mst Eshita Khatun , Halima Akter , Tasnimul Rehan , Toufiq Ahmed

Review helpfulness serves as focal point in understanding customers' purchase decision-making process on online retailer platforms. An overwhelming majority of previous works find longer reviews to be more helpful than short reviews. In…

Computation and Language · Computer Science 2019-09-27 Bernhard Lutz , Nicolas Pröllochs , Dirk Neumann

Product-specific community question answering platforms can greatly help address the concerns of potential customers. However, the user-provided answers on such platforms often vary a lot in their qualities. Helpfulness votes from the…

Computation and Language · Computer Science 2020-03-16 Wenxuan Zhang , Wai Lam , Yang Deng , Jing Ma

Our study employs sentiment analysis to evaluate the compatibility of Amazon.com reviews with their corresponding ratings. Sentiment analysis is the task of identifying and classifying the sentiment expressed in a piece of text as being…

Information Retrieval · Computer Science 2019-04-09 Nishit Shrestha , Fatma Nasoz
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