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Author Details
Full Name
Finale Doshi-Velez
Affiliation
Harvard University
ORCID
Career Start Year
2008
Papers
41
H Index
15
Expertise
CM4AI Collaborator
PMID
Paper Title
Journal Title
Published Year
37637073
Reward Design For An Online Reinforcement Learning Algorithm Supporting Oral Self-Care.
Proc Innov Appl Artif Intell Conf
2023
37662875
The Unintended Consequences of Discount Regularization: Improving Regularization in Certainty Equivalence Reinforcement Learning.
Proc Mach Learn Res
2023
37852174
Artificial intelligence education: An evidence-based medicine approach for consumers, translators, and developers.
Cell Rep Med
2023
35309006
Learning Predictive and Interpretable Timeseries Summaries from ICU Data.
AMIA Annu Symp Proc
2022
35472480
Do clinicians follow heuristics in prescribing antidepressants?
J Affect Disord
2022
36713810
Designing Reinforcement Learning Algorithms for Digital Interventions: Pre-Implementation Guidelines.
Algorithms
2022
36396808
An interpretable RL framework for pre-deployment modeling in ICU hypotension management.
NPJ Digit Med
2022
35181388
Efficiently identifying individuals at high risk for treatment resistance in major depressive disorder using electronic health records.
J Affect Disord
2022
32927464
Predicting change in diagnosis from major depression to bipolar disorder after antidepressant initiation.
Neuropsychopharmacology
2021
33542191
How machine-learning recommendations influence clinician treatment selections: the example of the antidepressant selection.
Transl Psychiatry
2021
34927078
Power Constrained Bandits.
Proc Mach Learn Res
2021
34457168
Preferential Mixture-of-Experts: Interpretable Models that Rely on Human Expertise As Much As Possible.
AMIA Jt Summits Transl Sci Proc
2021
33936452
Is Deep Reinforcement Learning Ready for Practical Applications in Healthcare? A Sensitivity Analysis of Duel-DDQN for Hemodynamic Management in Sepsis Patients.
AMIA Annu Symp Proc
2021
34235453
Generalization in Clinical Prediction Models: The Blessing and Curse of Measurement Indicator Variables.
Crit Care Explor
2021
32432711
Assessment of a Prediction Model for Antidepressant Treatment Stability Using Supervised Topic Models.
JAMA Netw Open
2020
34950878
Characterizing and Avoiding Problematic Global Optima of Variational Autoencoders.
Proc Mach Learn Res
2020
31937606
Big Data in the Assessment of Pediatric Medication Safety.
Pediatrics
2020
32066733
Predicting treatment dropout after antidepressant initiation.
Transl Psychiatry
2020
32864600
The myth of generalisability in clinical research and machine learning in health care.
Lancet Digit Health
2020
32477686
Interpretable Batch IRL to Extract Clinician Goals in ICU Hypotension Management.
AMIA Jt Summits Transl Sci Proc
2020
32477637
Identifying Distinct, Effective Treatments for Acute Hypotension with SODA-RL: Safely Optimized Diverse Accurate Reinforcement Learning.
AMIA Jt Summits Transl Sci Proc
2020
30617332
Guidelines for reinforcement learning in healthcare.
Nat Med
2019
33628001
Exploring Computational User Models for Agent Policy Summarization.
IJCAI (U S)
2019
33623933
Human Evaluation of Models Built for Interpretability.
Proc AAAI Conf Hum Comput Crowdsourc
2019
31714974
Evaluating Machine Learning Articles.
JAMA
2019
31427808
Do no harm: a roadmap for responsible machine learning for health care.
Nat Med
2019
31537911
Author Correction: Do no harm: a roadmap for responsible machine learning for health care.
Nat Med
2019
28866570
PhenoLines: Phenotype Comparison Visualizations for Disease Subtyping via Topic Models.
IEEE Trans Vis Comput Graph
2018
33623354
Human-in-the-Loop Interpretability Prior.
Adv Neural Inf Process Syst
2018
30815131
Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based Reinforcement Learning.
AMIA Annu Symp Proc
2018
30419029
Improving counterfactual reasoning with kernelised dynamic mixing models.
PLoS One
2018
27707820
Understanding vasopressor intervention and weaning: risk prediction in a public heterogeneous clinical time series database.
J Am Med Inform Assoc
2017
28815137
Combining Kernel and Model Based Learning for HIV Therapy Selection.
AMIA Jt Summits Transl Sci Proc
2017
28815112
Predicting intervention onset in the ICU with switching state space models.
AMIA Jt Summits Transl Sci Proc
2017
27472449
Electronic Health Record Based Algorithm to Identify Patients with Autism Spectrum Disorder.
PLoS One
2016
28603402
Hidden Parameter Markov Decision Processes: A Semiparametric Regression Approach for Discovering Latent Task Parametrizations.
IJCAI (U S)
2016
26218138
Prevalence of Inflammatory Bowel Disease Among Patients with Autism Spectrum Disorders.
Inflamm Bowel Dis
2015
26353250
Bayesian Nonparametric Methods for Partially-Observable Reinforcement Learning.
IEEE Trans Pattern Anal Mach Intell
2015
24323995
Comorbidity clusters in autism spectrum disorders: an electronic health record time-series analysis.
Pediatrics
2014
25289175
Unfolding Physiological State: Mortality Modelling in Intensive Care Units.
KDD
2014
20467572
Reinforcement Learning with Limited Reinforcement: Using Bayes Risk for Active Learning in POMDPs.
Proc Int Conf Mach Learn
2008
1 - 41 of 41
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