Data-driven algorithms are studied and deployed in diverse domains to support critical decisions, directly impacting people's well-being. As a result, a growing community of …
Y Li, X Wang, Y Ning, H Wang - … of the international AAAI conference on …, 2022 - ojs.aaai.org
Link prediction has been widely applied in social network analysis. Despite its importance, link prediction algorithms can be biased by disfavoring the links between individuals in …
A growing community of researchers has been investigating the equity of algorithms, advancing the understanding of risks and opportunities of automated decision-making for …
TD Jui, P Rivas - International Journal of Machine Learning and …, 2024 - Springer
With the increasing influence of machine learning algorithms in decision-making processes, concerns about fairness have gained significant attention. This area now offers significant …
A multi-view graph comprises multiple single-view graphs with the same set of nodes but different types of edges. In many real-world applications, graphs are often collected from …
R Corrales-Barquero, G Marín-Raventós… - 2021 Ethics and …, 2021 - ieeexplore.ieee.org
Literature reviews on metrics to quantify biases and techniques to mitigate them have been made in the past. However, none of these investigations have centered on the application of …
Social networks are very important carriers of information. For instance, the political leaning of our friends can serve as a proxy to identify our own political preferences. This explanatory …
M Fang, J Liu, M Momma, Y Sun - Proceedings of the 27th ACM on …, 2022 - dl.acm.org
Today, recommender systems have played an increasingly important role in shaping our experiences of digital environments and social interactions. However, as recommender …
K Chengeta, ER Mabika - 2021 International Conference on …, 2021 - ieeexplore.ieee.org
Social lending or peer to peer lending (P2P lending) is a social digital lending marketplace where borrowers and lenders are interlinked. With the emergency of coronavirus medical …