3 papers
stat.ME2025
Q-Learning with Clustered-SMART (cSMART) Data: Examining Moderators in the Construction of Clustered Adaptive Interventions
Yao Song, Kelly Speth, Amy Kilbourne +3
A clustered adaptive intervention (cAI) is a pre-specified sequence of decision rules that guides practitioners on how best - and based on which measures - to tailor cluster-level…
stat.ME2025
Borrowing Information from an Unidentifiable Model: Guaranteed Efficiency Gain with a Dichotomized Outcome in the External Data
Lu Wang, Yanyuan Ma, Jiwei Zhao
In the era of big data, the increasing availability of diverse data sources has driven interest in analytical approaches that integrate information across sources to enhance statis…
stat.ME2024
Finite-sample adjustments for comparing clustered adaptive interventions using data from a clustered SMART
Wenchu Pan, Daniel Almirall, Amy M. Kilbourne +2
Adaptive interventions, aka dynamic treatment regimens, are sequences of pre-specified decision rules that guide the provision of treatment for an individual given information abou…