activity
20102021
most citedPerformance guarantees for individualized treatment rules

455 citations · 482 across the 6 of their papers we have counts for

collaborators

6 papers

stat.AP2021★ 1 cited

Analysis of N-of-1 trials using Bayesian distributed lag model with autocorrelated errors

Ziwei Liao, Min Qian, Ian M. Kronish +1

An N-of-1 trial is a multi-period crossover trial performed in a single individual, with a primary goal to estimate treatment effect on the individual instead of population-level m…

stat.ME2020★ 1 cited

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…

stat.ME2019

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…

stat.ME2018

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…

math.ST2011★ 455 cited

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…

stat.ME2010★ 25 cited

Statistical Inference in Dynamic Treatment Regimes

Eric B. Laber, Min Qian, Dan J. Lizotte +2

Dynamic treatment regimes are of growing interest across the clinical sciences as these regimes provide one way to operationalize and thus inform sequential personalized clinical d…