455 citations · 456 across the 4 of their papers we have counts for
4 papers
Personalized Policy Learning using Longitudinal Mobile Health Data
Xinyu Hu, Min Qian, Bin Cheng +1
We address the personalized policy learning problem using longitudinal mobile health application usage data. Personalized policy represents a paradigm shift from developing a singl…
Linear Mixed Models for Comparing Dynamic Treatment Regimens on a Longitudinal Outcome in Sequentially Randomized Trials
Brook Luers, Min Qian, Inbal Nahum-Shani +2
A dynamic treatment regimen (DTR) is a pre-specified sequence of decision rules which maps baseline or time-varying measurements on an individual to a recommended intervention or s…
Generalization error for decision problems
Eric B. Laber, Min Qian
In this entry we review the generalization error for classification and single-stage decision problems. We distinguish three alternative definitions of the generalization error whi…
Performance guarantees for individualized treatment rules
Min Qian, Susan A. Murphy
Because many illnesses show heterogeneous response to treatment, there is increasing interest in individualizing treatment to patients [Arch. Gen. Psychiatry 66 (2009) 128--133]. A…