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We study the behavior of for-profit institutions that broadcast reputations to foster trust among market participants. We develop a theoretical model in which buyers and sellers are matched on a platform to engage in transactions involving…

Computer Science and Game Theory · Computer Science 2025-12-01 Hiroaki Chiba-Okabe , Joshua B. Plotkin

As Internet of Things (IoT) and Cyber-Physical systems become more ubiquitous and an integral part of our daily lives, it is important that we are able to trust the data aggregate from such systems. However, the interpretation of…

Networking and Internet Architecture · Computer Science 2020-06-01 Mehrdad Salimitari , Shameek Bhattacharjee , Mainak Chatterjee , Yaser P. Fallah

Trustworthiness has become a key requirement for the deployment of artificial intelligence systems in safety-critical applications. Conventional evaluation metrics, such as accuracy and precision, fail to appropriately capture uncertainty…

Artificial Intelligence · Computer Science 2026-05-27 Koffi Ismael Ouattara , Ioannis Krontiris , Theo Dimitrakos , Dennis Eisermann , Houda Labiod , Frank Kargl

The concept of reputation is widely used as a measure of trustworthiness based on ratings from members in a community. The adoption of reputation systems, however, relies on their ability to capture the actual trustworthiness of a target.…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-02-25 Boris Skoric , Sebastiaan J. A. de Hoogh , Nicola Zannone

Matrix factorization has found incredible success and widespread application as a collaborative filtering based approach to recommendations. Unfortunately, incorporating additional sources of evidence, especially ones that are incomplete…

Machine Learning · Computer Science 2015-04-24 Nitish Gupta , Sameer Singh

Social networking and micro-blogging services, such as Twitter, play an important role in sharing digital information. Despite the popularity and usefulness of social media, they are regularly abused by corrupt users. One of these nefarious…

Social and Information Networks · Computer Science 2022-10-28 Tanveer Khan , Antonis Michalas

The traditional social recommendation algorithm ignores the following fact: the preferences of users with trust relationships are not necessarily similar, and the consideration of user preference similarity should be limited to specific…

Information Retrieval · Computer Science 2019-03-13 Wei Peng , Baogui Xin

In human society, trust is an essential component of social attitude that helps build and maintain long-term, healthy relationships which creates a strong foundation for cooperation, enabling individuals to work together effectively and…

Human-Computer Interaction · Computer Science 2025-07-30 Anushka Debnath , Stephen Cranefield , Emiliano Lorini , Bastin Tony Roy Savarimuthu

The fundamental building block of social influence is for one person to elicit a response in another. Researchers measuring a "response" in social media typically depend either on detailed models of human behavior or on platform-specific…

Social and Information Networks · Computer Science 2013-02-19 Greg Ver Steeg , Aram Galstyan

Truth discovery is to resolve conflicts and find the truth from multiple-source statements. Conventional methods mostly research based on the mutual effect between the reliability of sources and the credibility of statements, however, pay…

Computation and Language · Computer Science 2016-11-08 Luyang Li , Bing Qin , Wenjing Ren , Ting Liu

The arrival of Immersive Virtual and Augmented Reality hardware to the consumer market suggests seamless multi-modal communication between human participants and autonomous interactive characters is an achievable goal in the near future.…

Human-Computer Interaction · Computer Science 2021-11-12 Joan Llobera , Jordi Vallverdú

The use of recommender systems has increased dramatically to assist online social network users in the decision-making process and selecting appropriate items. On the other hand, due to many different items, users cannot score a wide range…

Social and Information Networks · Computer Science 2020-09-11 Saman Forouzandeh , Mehrdad Rostami , Kamal Berahmand

How do people build up trust with artificial agents? Here, we study a key component of interpersonal trust: people's ability to evaluate the competence of another agent across repeated interactions. Prior work has largely focused on…

Human-Computer Interaction · Computer Science 2022-05-25 Erik Brockbank , Haoliang Wang , Justin Yang , Suvir Mirchandani , Erdem Bıyık , Dorsa Sadigh , Judith E. Fan

The rationale of this work is based on the current user trust discourse of Artificial Intelligence (AI). We aim to produce novel HCI approaches that use trust as a facilitator for the uptake (or appropriation) of current technologies. We…

Human-Computer Interaction · Computer Science 2024-03-13 Sonia Sousa , Jose Cravino , Paulo Martins , David Lamas

Machine learning systems are increasingly used to make decisions about people's lives, such as whether to give someone a loan or whether to interview someone for a job. This has led to considerable interest in making such machine learning…

Machine Learning · Computer Science 2017-10-13 Daniel McNamara , Cheng Soon Ong , Robert C. Williamson

ML decision-aid systems are increasingly common on the web, but their successful integration relies on people trusting them appropriately: they should use the system to fill in gaps in their ability, but recognize signals that the system…

Human-Computer Interaction · Computer Science 2020-05-25 Harini Suresh , Natalie Lao , Ilaria Liccardi

Reputation systems aim to reduce the risk of loss due to untrustworthy participants. This loss is aggravated by dishonest advisors trying to pollute the e-market environment for their self-interest. A major task of a reputation system is to…

Social and Information Networks · Computer Science 2012-01-19 Vibha Gaur , Neeraj Kumar Sharma , Punam Bedi

Systems aiming to aid consumers in their decision-making (e.g., by implementing persuasive techniques) are more likely to be effective when consumers trust them. However, recent research has demonstrated that the machine learning algorithms…

Human-Computer Interaction · Computer Science 2021-07-06 Tim Draws , Zoltán Szlávik , Benjamin Timmermans , Nava Tintarev , Kush R. Varshney , Michael Hind

Trust facilitates cooperation and supports positive outcomes in social groups, including member satisfaction, information sharing, and task performance. Extensive prior research has examined individuals' general propensity to trust, as well…

Social and Information Networks · Computer Science 2019-05-16 Xiao Ma , Justin Cheng , Shankar Iyer , Mor Naaman

Digitalization is leading us towards a future where people, processes, data and things are not only interacting with each other, but might start forming societies on their own. In these dynamic systems enhanced by artificial intelligence,…

Computers and Society · Computer Science 2023-03-28 Barbora Buhnova