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Joseph Futoma

Label Shift Estimators for Non-Ignorable Missing Data

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Oct 27, 2023
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Model-based metrics: Sample-efficient estimates of predictive model subpopulation performance

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Apr 25, 2021
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Model-based Reinforcement Learning for Semi-Markov Decision Processes with Neural ODEs

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Jun 29, 2020
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Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions

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Feb 14, 2020
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POPCORN: Partially Observed Prediction COnstrained ReiNforcement Learning

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Jan 13, 2020
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Identifying Distinct, Effective Treatments for Acute Hypotension with SODA-RL: Safely Optimized Diverse Accurate Reinforcement Learning

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Jan 09, 2020
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"The Human Body is a Black Box": Supporting Clinical Decision-Making with Deep Learning

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Dec 07, 2019
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An Improved Multi-Output Gaussian Process RNN with Real-Time Validation for Early Sepsis Detection

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Aug 19, 2017
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Learning to Detect Sepsis with a Multitask Gaussian Process RNN Classifier

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Jun 13, 2017
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Scalable Modeling of Multivariate Longitudinal Data for Prediction of Chronic Kidney Disease Progression

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Aug 16, 2016
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