Joseph Futoma

Publication Activity (10 Years)

Years Active: 2015-2021
Publications (10 Years): 11

Top Topics

Reinforcement Learning

Policy Evaluation

Partially Observed

Markov Decision Processes

Top Venues

Publications

Andrew C. Miller, Leon A. Gatys, Joseph Futoma, Emily B. Fox
Model-based metrics: Sample-efficient estimates of predictive model subpopulation performance. MLHC (2021)
Sean Jewell, Joseph Futoma, Lauren Hannah, Andrew C. Miller, Nicholas J. Foti, Emily B. Fox
It's complicated: characterizing the time-varying relationship between cell phone mobility and COVID-19 spread in the US. npj Digit. Medicine 4 (2021)
Andrew C. Miller, Leon A. Gatys, Joseph Futoma, Emily B. Fox
Model-based metrics: Sample-efficient estimates of predictive model subpopulation performance. CoRR (2021)
Joseph Futoma, Michael C. Hughes, Finale Doshi-Velez
POPCORN: Partially Observed Prediction COnstrained ReiNforcement Learning. CoRR (2020)
Jianzhun Du, Joseph Futoma, Finale Doshi-Velez
Model-based Reinforcement Learning for Semi-Markov Decision Processes with Neural ODEs. NeurIPS (2020)
Joseph Futoma, Michael C. Hughes, Finale Doshi-Velez
POPCORN: Partially Observed Prediction Constrained Reinforcement Learning. AISTATS (2020)
Joseph Futoma, Muhammad A. Masood, Finale Doshi-Velez
Identifying Distinct, Effective Treatments for Acute Hypotension with SODA-RL: Safely Optimized Diverse Accurate Reinforcement Learning. CoRR (2020)
Omer Gottesman, Joseph Futoma, Yao Liu, Sonali Parbhoo, Leo Anthony Celi, Emma Brunskill, Finale Doshi-Velez
Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions. CoRR (2020)
Jianzhun Du, Joseph Futoma, Finale Doshi-Velez
Model-based Reinforcement Learning for Semi-Markov Decision Processes with Neural ODEs. CoRR (2020)
Omer Gottesman, Joseph Futoma, Yao Liu, Sonali Parbhoo, Leo A. Celi, Emma Brunskill, Finale Doshi-Velez
Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions. ICML (2020)
Joseph Futoma, Jonathan Morris, Joseph Lucas
A comparison of models for predicting early hospital readmissions. J. Biomed. Informatics 56 (2015)