Revisiting Technical Bias Mitigation Strategies

no code implementations • 22 Oct 2024 • Abdoul Jalil Djiberou Mahamadou, Artem A. Trotsyuk

Efforts to mitigate bias and enhance fairness in the artificial intelligence (AI) community have predominantly focused on technical solutions.

Fairness

Justice in Healthcare Artificial Intelligence in Africa

no code implementations • 15 Jun 2024 • Aloysius Ochasi, Abdoul Jalil Djiberou Mahamadou, Russ B. Altman

There is an ongoing debate on balancing the benefits and risks of artificial intelligence (AI) as AI is becoming critical to improving healthcare delivery and patient outcomes.

Fairness

Data Ethics in the Era of Healthcare Artificial Intelligence in Africa: An Ubuntu Philosophy Perspective

no code implementations • 14 Jun 2024 • Abdoul Jalil Djiberou Mahamadou, Aloysius Ochasi, Russ B. Altman

Data are essential in developing healthcare artificial intelligence (AI) systems.

Diversity Ethics +1

Individual Fairness Through Reweighting and Tuning

no code implementations • 2 May 2024 • Abdoul Jalil Djiberou Mahamadou, Lea Goetz, Russ Altman

Recently, Graph Laplacian Regularizer (GLR), a regularization technique from the semi-supervised learning literature has been used as a substitute for the common Lipschitz condition to enhance individual fairness.

Fairness Transfer Learning