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10/17/2022
Efficient surrogate-assisted inference for patient-reported outcome measures with complex missing mechanism
Patient-reported outcome (PRO) measures are increasingly collected as a ...
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07/05/2022
Handling Nonmonotone Missing Data with Available Complete-Case Missing Value Assumption
Nonmonotone missing data is a common problem in scientific studies. The ...
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04/08/2022
Long-term effect estimation when combining clinical trial and observational follow-up datasets
Combining experimental and observational follow-up datasets has received...
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07/08/2020
Estimation and inference on high-dimensional individualized treatment rule in observational data using split-and-pooled de-correlated score
With the increasing adoption of electronic health records, there is an i...
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04/06/2020
Near-optimal Individualized Treatment Recommendations
Individualized treatment recommendation (ITR) is an important analytic f...
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06/16/2019
Sample Size Calculations for SMARTs
Sequential Multiple Assignment Randomized Trials (SMARTs) are considered...
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01/03/2019
Efficient augmentation and relaxation learning for individualized treatment rules using observational data
Individualized treatment rules aim to identify if, when, which, and to w...
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08/03/2018
Constructing Stabilized Dynamic Treatment Regimes
We propose a new method termed stabilized O-learning for deriving stabil...
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04/15/2018