no code implementations • 26 Feb 2024 • Anna L. Trella, Kelly W. Zhang, Inbal Nahum-Shani, Vivek Shetty, Iris Yan, Finale Doshi-Velez, Susan A. Murphy
This paper proposes algorithm fidelity as a critical requirement for deploying online RL algorithms in clinical trials.
1 code implementation • 5 Feb 2024 • Anna L. Trella, Walter Dempsey, Finale Doshi-Velez, Susan A. Murphy
We consider the stochastic multi-armed bandit problem with non-stationary rewards.
1 code implementation • 15 Aug 2022 • Anna L. Trella, Kelly W. Zhang, Inbal Nahum-Shani, Vivek Shetty, Finale Doshi-Velez, Susan A. Murphy
Dental disease is one of the most common chronic diseases despite being largely preventable.
1 code implementation • 8 Jun 2022 • Anna L. Trella, Kelly W. Zhang, Inbal Nahum-Shani, Vivek Shetty, Finale Doshi-Velez, Susan A. Murphy
Online reinforcement learning (RL) algorithms are increasingly used to personalize digital interventions in the fields of mobile health and online education.
1 code implementation • 20 Jun 2021 • Anna L. Trella, Peniel N. Argaw, Michelle M. Li, James A. Hay
We evaluate two data-generating models within this Bayesian inference framework: a simple exponential growth model and a highly flexible Gaussian process prior model.