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Author Details

Finale Doshi-Velez
Harvard University
2008
41
15
PMIDPaper TitleJournal TitlePublished Year
37637073Reward Design For An Online Reinforcement Learning Algorithm Supporting Oral Self-Care.Proc Innov Appl Artif Intell Conf2023
37662875The Unintended Consequences of Discount Regularization: Improving Regularization in Certainty Equivalence Reinforcement Learning.Proc Mach Learn Res2023
37852174Artificial intelligence education: An evidence-based medicine approach for consumers, translators, and developers.Cell Rep Med2023
35309006Learning Predictive and Interpretable Timeseries Summaries from ICU Data.AMIA Annu Symp Proc2022
35472480Do clinicians follow heuristics in prescribing antidepressants?J Affect Disord2022
36713810Designing Reinforcement Learning Algorithms for Digital Interventions: Pre-Implementation Guidelines.Algorithms2022
36396808An interpretable RL framework for pre-deployment modeling in ICU hypotension management.NPJ Digit Med2022
35181388Efficiently identifying individuals at high risk for treatment resistance in major depressive disorder using electronic health records.J Affect Disord2022
32927464Predicting change in diagnosis from major depression to bipolar disorder after antidepressant initiation.Neuropsychopharmacology2021
33542191How machine-learning recommendations influence clinician treatment selections: the example of the antidepressant selection.Transl Psychiatry2021
34927078Power Constrained Bandits.Proc Mach Learn Res2021
34457168Preferential Mixture-of-Experts: Interpretable Models that Rely on Human Expertise As Much As Possible.AMIA Jt Summits Transl Sci Proc2021
33936452Is Deep Reinforcement Learning Ready for Practical Applications in Healthcare? A Sensitivity Analysis of Duel-DDQN for Hemodynamic Management in Sepsis Patients.AMIA Annu Symp Proc2021
34235453Generalization in Clinical Prediction Models: The Blessing and Curse of Measurement Indicator Variables.Crit Care Explor2021
32432711Assessment of a Prediction Model for Antidepressant Treatment Stability Using Supervised Topic Models.JAMA Netw Open2020
34950878Characterizing and Avoiding Problematic Global Optima of Variational Autoencoders.Proc Mach Learn Res2020
31937606Big Data in the Assessment of Pediatric Medication Safety.Pediatrics2020
32066733Predicting treatment dropout after antidepressant initiation.Transl Psychiatry2020
32864600The myth of generalisability in clinical research and machine learning in health care.Lancet Digit Health2020
32477686Interpretable Batch IRL to Extract Clinician Goals in ICU Hypotension Management.AMIA Jt Summits Transl Sci Proc2020
32477637Identifying Distinct, Effective Treatments for Acute Hypotension with SODA-RL: Safely Optimized Diverse Accurate Reinforcement Learning.AMIA Jt Summits Transl Sci Proc2020
30617332Guidelines for reinforcement learning in healthcare.Nat Med2019
33628001Exploring Computational User Models for Agent Policy Summarization.IJCAI (U S)2019
33623933Human Evaluation of Models Built for Interpretability.Proc AAAI Conf Hum Comput Crowdsourc2019
31714974Evaluating Machine Learning Articles.JAMA2019
31427808Do no harm: a roadmap for responsible machine learning for health care.Nat Med2019
31537911Author Correction: Do no harm: a roadmap for responsible machine learning for health care.Nat Med2019
28866570PhenoLines: Phenotype Comparison Visualizations for Disease Subtyping via Topic Models.IEEE Trans Vis Comput Graph2018
33623354Human-in-the-Loop Interpretability Prior.Adv Neural Inf Process Syst2018
30815131Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based Reinforcement Learning.AMIA Annu Symp Proc2018
30419029Improving counterfactual reasoning with kernelised dynamic mixing models.PLoS One2018
27707820Understanding vasopressor intervention and weaning: risk prediction in a public heterogeneous clinical time series database.J Am Med Inform Assoc2017
28815137Combining Kernel and Model Based Learning for HIV Therapy Selection.AMIA Jt Summits Transl Sci Proc2017
28815112Predicting intervention onset in the ICU with switching state space models.AMIA Jt Summits Transl Sci Proc2017
27472449Electronic Health Record Based Algorithm to Identify Patients with Autism Spectrum Disorder.PLoS One2016
28603402Hidden Parameter Markov Decision Processes: A Semiparametric Regression Approach for Discovering Latent Task Parametrizations.IJCAI (U S)2016
26218138Prevalence of Inflammatory Bowel Disease Among Patients with Autism Spectrum Disorders.Inflamm Bowel Dis2015
26353250Bayesian Nonparametric Methods for Partially-Observable Reinforcement Learning.IEEE Trans Pattern Anal Mach Intell2015
24323995Comorbidity clusters in autism spectrum disorders: an electronic health record time-series analysis.Pediatrics2014
25289175Unfolding Physiological State: Mortality Modelling in Intensive Care Units.KDD2014
20467572Reinforcement Learning with Limited Reinforcement: Using Bayes Risk for Active Learning in POMDPs.Proc Int Conf Mach Learn2008
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Collaborators

Center for Quantitative Health, Massachusetts General Hospital
Co-authored papers 8
3Vector Institute
Co-authored papers 5
Imperial College London
Co-authored papers 5
Harvard Medical School
Co-authored papers 4
Harvard T.H. Chan School of Public Health, MIT
Co-authored papers 4
Harvard University, USA Duke University
Co-authored papers 3
Charing Cross Hospital,Imperial College Healthcare NHS Trust
Co-authored papers 3
Harvard University
Co-authored papers 3
Massachusetts Institute of Technology
Co-authored papers 3
Imperial College London
Co-authored papers 3
SickKids Research Institute
Co-authored papers 2
Johns Hopkins University
Co-authored papers 2
Duke University, Emory University, Society for Critical Care Medicine, University of Ontario Institute of Technology, University of Tennessee Health Science Center
Co-authored papers 2
Yale University
Co-authored papers 2
Duke Institute for Health Innovation.
Co-authored papers 2
University of Wisconsin School of Law, Morgridge Institute for Research.
Co-authored papers 2
Kaiser Permanente
Co-authored papers 2
Massachusetts Institute of Technology
Co-authored papers 2
University of Michigan College of Engineering ann arbor
Co-authored papers 2
Duke University
Co-authored papers 2
From the National Institutes of Health
Co-authored papers 1
Boston Children's Hospital, Harvard Medical School.
Co-authored papers 1
Boston Children's Hospital, Center for Systems Biology
Co-authored papers 1
Vanderbilt University
Co-authored papers 1
the Lifestyle Related Disease Medical Center
Co-authored papers 1
University of Toronto
Co-authored papers 1
Boston Children's Hospital
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Harvard TH Chan School of Public Health, Harvard University
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Massachusetts Institute of Technology
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Vanderbilt University
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