The impact of using reinforcement learning to personalize communication on medication adherence: findings from the REINFORCE trial.
Julie C. LauffenburgerElad Yom-TovPunam A. KellerMarie E. McDonnellKatherine L. CrumGauri BhatkhandeEllen S. SearsKaitlin HankenLily G. BessetteConstance P. FontanetNancy HaffSeanna VineNiteesh K. ChoudhryPublished in: npj Digit. Medicine (2024)
Keyphrases
- reinforcement learning
- learning algorithm
- function approximation
- positive effects
- communication overhead
- communication networks
- optimal policy
- communication systems
- model free
- reinforcement learning algorithms
- high risk
- state space
- communication protocol
- multi party
- managerial implications
- data sets
- communication technologies
- growing body of literature
- communication cost
- optimal control
- learning problems
- markov decision processes
- information sharing
- supervised learning
- dynamic programming
- multi agent
- case study
- machine learning