Computers and Society · Computer Science
On the Current and Emerging Challenges of Developing Fair and Ethical AI Solutions in Financial Services
Eren Kurshan, Jiahao Chen, Victor Storchan, Hongda Shen
2021-11-03
Machine Learning · Computer Science
Explainable Machine Learning for Fraud Detection
Ismini Psychoula, Andreas Gutmann, Pradip Mainali, S. H. Lee +2
2021-05-14
Machine Learning · Computer Science
Best Practices for Responsible Machine Learning in Credit Scoring
Giovani Valdrighi, Athyrson M. Ribeiro, Jansen S. B. Pereira, Vitoria Guardieiro +7
2024-10-01
Artificial Intelligence · Computer Science
A Comprehensive Review on Financial Explainable AI
Wei Jie Yeo, Wihan van der Heever, Rui Mao, Erik Cambria +2
2023-09-22
Machine Learning · Computer Science
An Experimental Study on Fairness-aware Machine Learning for Credit Scoring Problems
Huyen Giang Thi Thu, Thang Viet Doan, Ha-Bang Ban, Tai Le Quy
2026-03-06
Information Retrieval · Computer Science
Exploring User Opinions of Fairness in Recommender Systems
Jessie Smith, Nasim Sonboli, Casey Fiesler, Robin Burke
2020-04-21
Machine Learning · Computer Science
Towards Explainable Deep Learning for Credit Lending: A Case Study
Ceena Modarres, Mark Ibrahim, Melissa Louie, John Paisley
2018-12-04
Machine Learning · Computer Science
Equalizing Credit Opportunity in Algorithms: Aligning Algorithmic Fairness Research with U.S. Fair Lending Regulation
I. Elizabeth Kumar, Keegan E. Hines, John P. Dickerson
2022-10-07
Machine Learning · Statistics
Fairness Constraints: Mechanisms for Fair Classification
Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez Rodriguez, Krishna P. Gummadi
2017-03-27
Machine Learning · Statistics
Fairness in Credit Scoring: Assessment, Implementation and Profit Implications
Nikita Kozodoi, Johannes Jacob, Stefan Lessmann
2022-06-20
Machine Learning · Computer Science
A Holistic Approach to Interpretability in Financial Lending: Models, Visualizations, and Summary-Explanations
Chaofan Chen, Kangcheng Lin, Cynthia Rudin, Yaron Shaposhnik +2
2021-06-07
Software Engineering · Computer Science
On the Robustness of Fairness Practices: A Causal Framework for Systematic Evaluation
Verya Monjezi, Ashish Kumar, Ashutosh Trivedi, Gang Tan +1
2026-01-08
Machine Learning · Computer Science
BeFair: Addressing Fairness in the Banking Sector
Alessandro Castelnovo, Riccardo Crupi, Giulia Del Gamba, Greta Greco +3
2021-06-15