83 citations · 88 across the 3 of their papers we have counts for
3 papers
cs.LG2020★ 3 cited
A Causal Lens for Peeking into Black Box Predictive Models: Predictive Model Interpretation via Causal Attribution
Aria Khademi, Vasant Honavar
With the increasing adoption of predictive models trained using machine learning across a wide range of high-stakes applications, e.g., health care, security, criminal justice, fin…
stat.ME2019★ 2 cited
Algorithmic Bias in Recidivism Prediction: A Causal Perspective
Aria Khademi, Vasant Honavar
ProPublica's analysis of recidivism predictions produced by Correctional Offender Management Profiling for Alternative Sanctions (COMPAS) software tool for the task, has shown that…
cs.LG2019★ 83 cited
Fairness in Algorithmic Decision Making: An Excursion Through the Lens of Causality
Aria Khademi, Sanghack Lee, David Foley +1
As virtually all aspects of our lives are increasingly impacted by algorithmic decision making systems, it is incumbent upon us as a society to ensure such systems do not become in…