A reinforcement learning based algorithm for personalization of digital, just-in-time, adaptive interventions
Sign Up to like & getrecommendations! Published in 2021 at "Artificial intelligence in medicine"
DOI: 10.1016/j.artmed.2021.102062
Abstract: Suboptimal health related behaviors and habits; and resulting chronic diseases are responsible for majority of deaths globally. Studies show that providing personalized support to patients yield improved results by preventing and/or timely treatment of these… read more here.
Keywords: adaptive interventions; reinforcement learning; reinforcement; learning based ... See more keywords
Comparing adaptive interventions under a general sequential multiple assignment randomized trial design via multiple comparisons with the best
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Statistical Planning and Inference"
DOI: 10.1016/j.jspi.2020.06.008
Abstract: Abstract This paper considers screening of adaptive interventions or adaptive treatment strategies embedded in a sequential multiple assignment randomized trial (SMART). As a SMART typically consists of numerous adaptive interventions, inferential procedures based on pairwise… read more here.
Keywords: trial; multiple assignment; adaptive interventions; randomized trial ... See more keywords
Tutorial for Using Control Systems Engineering to Optimize Adaptive Mobile Health Interventions
Sign Up to like & getrecommendations! Published in 2018 at "Journal of Medical Internet Research"
DOI: 10.2196/jmir.8622
Abstract: Background Adaptive behavioral interventions are individualized interventions that vary support based on a person's evolving needs. Digital technologies enable these adaptive interventions to function at scale. Adaptive interventions show great promise for producing better results… read more here.
Keywords: engineering; control systems; control; adaptive interventions ... See more keywords