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06/09/2023
The Use of Covariate Adjustment in Randomized Controlled Trials: An Overview
There has been a growing interest in covariate adjustment in the analysi...
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04/27/2023
Augmented balancing weights as linear regression
We provide a novel characterization of augmented balancing weights, also...
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04/07/2023
Generalizing the intention-to-treat effect of an active control from historical placebo-controlled trials to an active-controlled trial
In many clinical settings, an active-controlled trial design (e.g., a no...
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11/27/2022
Reconciling model-X and doubly robust approaches to conditional independence testing
Model-X approaches to testing conditional independence between a predict...
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07/23/2022
Alternative approaches for analysing repeated measures data that are missing not at random
We consider studies where multiple measures on an outcome variable are c...
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04/21/2022
Structural Nested Mean Models Under Parallel Trends Assumptions
In this paper, we generalize methods in the Difference in Differences (D...
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04/08/2022
Bespoke Instrumental Variables for Causal Inference
Many proposals for the identification of causal effects in the presence ...
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11/30/2021
Ensuring valid inference for hazard ratios after variable selection
The problem of how to best select variables for confounding adjustment f...
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11/16/2021
Translating questions to estimands in randomized clinical trials with intercurrent events
Intercurrent (post-treatment) events occur frequently in randomized tria...
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09/24/2021
Proximal mediation analysis
A common concern when trying to draw causal inferences from observationa...
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07/13/2021
On doubly robust inference for double machine learning
Due to concerns about parametric model misspecification, there is intere...
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07/01/2021
Demystifying statistical learning based on efficient influence functions
Evaluation of treatment effects and more general estimands is typically ...
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07/16/2020
Principled Selection of Baseline Covariates to Account for Censoring in Randomized Trials with a Survival Endpoint
The analysis of randomized trials with time-to-event endpoints is nearly...
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06/15/2020
Assumption-lean inference for generalised linear model parameters
Inference for the parameters indexing generalised linear models is routi...
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03/25/2019
Uniformly valid confidence intervals for conditional treatment effects in misspecified high-dimensional models
Eliminating the effect of confounding in observational studies typically...
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05/17/2018