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Reviews are valuable resources for customers making purchase decisions in online shopping. However, it is impractical for customers to go over the vast number of reviews and manually conclude the prominent opinions, which prompts the need…

计算与语言 · 计算机科学 2025-06-13 Wendi Zhou , Ameer Saadat-Yazdi , Nadin Kokciyan

The spread of online reviews, ratings and opinions and its growing influence on people's behavior and decisions boosted the interest to extract meaningful information from this data deluge. Hence, crowdsourced ratings of products and…

信息检索 · 计算机科学 2017-05-03 João Saúde , Guilherme Ramos , Carlos Caleiro , Soummya Kar

On social media platforms like Twitter, users regularly share their opinions and comments with software vendors and service providers. Popular software products might get thousands of user comments per day. Research has shown that such…

软件工程 · 计算机科学 2021-08-20 Christoph Stanik , Tim Pietz , Walid Maalej

Artificial Intelligence based systems may be used as digital nudging techniques that can steer or coerce users to make decisions not always aligned with their true interests. When such systems properly address the issues of Fairness,…

社会与信息网络 · 计算机科学 2020-02-12 David A. Pelta , Jose L. Verdegay , Maria T. Lamata , Carlos Cruz Corona

Reputation is crucial to enabling human or software agents to select among alternative providers. Although several effective reputation assessment methods exist, they typically distil reputation into a numerical representation, with no…

人工智能 · 计算机科学 2020-06-17 Ingrid Nunes , Phillip Taylor , Lina Barakat , Nathan Griffiths , Simon Miles

Recommender systems are vital for shaping user online experiences. While some believe they may limit new content exploration and promote opinion polarization, a systematic analysis is still lacking. We present a model that explores the…

物理与社会 · 物理学 2023-12-15 Giordano De Marzo , Pietro Gravino , Vittorio Loreto

Sentiment analysis (also known as opinion mining) refers to the use of natural language processing, text analysis and computational linguistics to identify and extract subjective information in source materials. Mining opinions expressed in…

信息检索 · 计算机科学 2014-05-13 Rahul Tejwani

Online public opinion usually spreads rapidly and widely, thus a small incident probably evolves into a large social crisis in a very short time, and results in a heavy loss in credit or economic aspects. We propose a method to rate the…

社会与信息网络 · 计算机科学 2022-08-01 Fanqi Meng , Xixi Xiao , Jingdong Wang

Just as user preferences change with time, item reviews also reflect those same preference changes. In a nutshell, if one is to sequentially incorporate review content knowledge into recommender systems, one is naturally led to dynamical…

信息检索 · 计算机科学 2022-03-23 Kostadin Cvejoski , Ramses J. Sanchez , Christian Bauckhage , Cesar Ojeda

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…

计算与语言 · 计算机科学 2023-03-03 Mir Tafseer Nayeem , Davood Rafiei

Conversational recommender systems aim to interactively support online users in their information search and decision-making processes in an intuitive way. With the latest advances in voice-controlled devices, natural language processing,…

信息检索 · 计算机科学 2022-10-31 Dietmar Jannach

In recommender systems, the presentation of explanations plays a crucial role in supporting users' decision-making processes. Although numerous existing studies have focused on the effects (transparency or persuasiveness) of explanation…

人机交互 · 计算机科学 2025-03-03 Ayano Okoso , Keisuke Otaki , Satoshi Koide , Yukino Baba

This paper proposes a mathematical model to study the coupled dynamics of a Recommender System (RS) algorithm and content consumers (users). The model posits that a large population of users, each with an opinion, consumes personalised…

社会与信息网络 · 计算机科学 2025-11-26 Ella C. Davidson , Mengbin Ye

Users on the internet usually require venues to provide better purchasing recommendations. This can be provided by a reputation system that processes ratings to provide recommendations. The rating aggregation process is a main part of…

机器学习 · 计算机科学 2022-09-13 Ahmad Alqwadri , Mohammad Azzeh , Fadi Almasalha

Using personalized explanations to support recommendations has been shown to increase trust and perceived quality. However, to actually obtain better recommendations, there needs to be a means for users to modify the recommendation criteria…

计算与语言 · 计算机科学 2022-01-13 Diego Antognini , Claudiu Musat , Boi Faltings

Rating systems play a vital role in the exponential growth of service-oriented markets. As highly rated online services usually receive substantial revenue in the markets, malicious sellers seek to boost their service evaluation by…

计算机科学与博弈论 · 计算机科学 2022-03-01 Xin Zhou , Shigeo Matsubara , Yuan Liu , Qidong Liu

Consumers often heavily rely on online product reviews, analyzing both quantitative ratings and textual descriptions to assess product quality. However, existing research hasn't adequately addressed how to systematically encourage the…

信息检索 · 计算机科学 2025-04-22 Ekta Gujral , Apurva Sinha , Lishi Ji , Bijayani Sanghamitra Mishra

Online comments significantly influence users' judgments, yet their presentation, often determined by platform algorithms, can introduce biases, such as anchoring effects, which distort reasoning. While existing research emphasizes…

人机交互 · 计算机科学 2026-01-28 Yang Ouyang , Shenghan Gao , Ruichuan Wang , Hailiang Zhu , Yuheng Shao , Xiaoyu Gu , Quan Li

The aim of this paper is to get an overview of the online buyer profile, and also some key aspects in the way the online shopping is conducted. In this project we conducted a quantitative research, consisting of a questionnaire based…

综合金融 · 定量金融 2016-07-27 Elena-Iulia Apăvăloaie , Liviu Onoriu Marian , Elena Lucia Harpa

Algorithmic fairness for artificial intelligence has become increasingly relevant as these systems become more pervasive in society. One realm of AI, recommender systems, presents unique challenges for fairness due to trade offs between…

信息检索 · 计算机科学 2020-04-21 Jessie Smith , Nasim Sonboli , Casey Fiesler , Robin Burke
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