A systematic review of fairness in artificial intelligence algorithms

K Xivuri, H Twinomurinzi - Responsible AI and Analytics for an Ethical and …, 2021 - Springer
Despite being the fastest-growing field because of its ability to enhance competitive
advantage, there are concerns about the inherent fairness in Artificial Intelligence (AI) …

[HTML][HTML] Algorithmic fairness in AI: an interdisciplinary view

J Pfeiffer, J Gutschow, C Haas, F Möslein… - Business & Information …, 2023 - Springer
In 2016, an investigative journalism group called ProPublica analyzed COMPAS, a
recidivism prediction algorithm based on machine learning used in the US criminal justice …

Mapping the Potential of Explainable Artificial Intelligence (XAI) for Fairness Along the AI Lifecycle

L Deck, A Schoemäcker, T Speith, J Schöffer… - arXiv preprint arXiv …, 2024 - arxiv.org
The widespread use of artificial intelligence (AI) systems across various domains is
increasingly highlighting issues related to algorithmic fairness, especially in high-stakes …

[HTML][HTML] How AI developers can assure algorithmic fairness

K Xivuri, H Twinomurinzi - Discover Artificial Intelligence, 2023 - Springer
Artificial intelligence (AI) has rapidly become one of the technologies used for competitive
advantage. However, there are also growing concerns about bias in AI models as AI …

[HTML][HTML] The methodology of studying fairness perceptions in Artificial Intelligence: Contrasting CHI and FAccT

N Van Berkel, Z Sarsenbayeva, J Goncalves - International Journal of …, 2023 - Elsevier
The topic of algorithmic fairness is of increasing importance to the Human–Computer
Interaction research community following accumulating concerns regarding the use and …

Towards the right kind of fairness in AI

B Ruf, M Detyniecki - arXiv preprint arXiv:2102.08453, 2021 - arxiv.org
Fairness is a concept of justice. Various definitions exist, some of them conflicting with each
other. In the absence of an uniformly accepted notion of fairness, choosing the right kind for …

A survey of ethical considerations in AI: navigating the landscape of bias and fairness

MM Islam, J Shuford - … General Science (JAIGS) ISSN: 3006-4023, 2024 - ojs.boulibrary.com
Artificial Intelligence (AI) has emerged as a transformative force across numerous domains,
from healthcare to finance and beyond. However, as AI systems become increasingly …

[HTML][HTML] A brief review on algorithmic fairness

X Wang, Y Zhang, R Zhu - Management System Engineering, 2022 - Springer
Abstract Machine learning algorithms are widely used in management systems in different
fields, such as employee recruitment, loan provision, disease diagnosis, etc., and even in …

Fairness perceptions of algorithmic decision-making: A systematic review of the empirical literature

C Starke, J Baleis, B Keller… - Big Data & …, 2022 - journals.sagepub.com
Algorithmic decision-making increasingly shapes people's daily lives. Given that such
autonomous systems can cause severe harm to individuals and social groups, fairness …

Democratizing algorithmic fairness

PH Wong - Philosophy & Technology, 2020 - Springer
Abstract Machine learning algorithms can now identify patterns and correlations in (big)
datasets and predict outcomes based on the identified patterns and correlations. They can …