Evaluating Pre-trial Programs Using Interpretable Machine Learning Matching Algorithms for Causal Inference

T Seale-Carlisle, S Jain, C Lee, C Levenson… - Proceedings of the …, 2024 - ojs.aaai.org
After a person is arrested and charged with a crime, they may be released on bail and
required to participate in a community supervision program while awaiting trial. These'pre …

Safe and Interpretable Estimation of Optimal Treatment Regimes

H Parikh, QM Lanners, Z Akras… - International …, 2024 - proceedings.mlr.press
Recent advancements in statistical and reinforcement learning methods have contributed to
superior patient care strategies. However, these methods face substantial challenges in high …

Estimating Trustworthy and Safe Optimal Treatment Regimes

H Parikh, Q Lanners, Z Akras, SF Zafar… - arXiv preprint arXiv …, 2023 - arxiv.org
Recent statistical and reinforcement learning methods have significantly advanced patient
care strategies. However, these approaches face substantial challenges in high-stakes …