The Effect of Enforcing Fairness on Reshaping Explanations in Machine Learning Models

Joshua Wolff Anderson, Shyam Visweswaran

Trustworthy machine learning in healthcare requires strong predictive performance, fairness, and explanations. While it is known that improving fairness can affect predictive perfo…