A reinforcement learning based algorithm for personalization of digital, just-in-time, adaptive interventions

作者：

Highlights：

• Personalized lifestyle patterns can be captured with reinforcement learning

• Habit formation can be simulated realistically

• Reinforcement learning can provide personalized self-management support

• Personalized self-management support increase adoption of healthy lifestyle behaviors

• Adopting healthy lifestyle behaviors can prevent or revert chronic diseases

摘要

•Personalized lifestyle patterns can be captured with reinforcement learning•Habit formation can be simulated realistically•Reinforcement learning can provide personalized self-management support•Personalized self-management support increase adoption of healthy lifestyle behaviors•Adopting healthy lifestyle behaviors can prevent or revert chronic diseases

论文关键词：Reinforcement learning,Intervention delivery optimization,Just-in-time adaptive interventions,Personalized health interventions,Personalized interventions

论文评审过程：Received 31 July 2020, Revised 4 March 2021, Accepted 29 March 2021, Available online 2 April 2021, Version of Record 8 April 2021.

论文官网地址：https://doi.org/10.1016/j.artmed.2021.102062