Robust variance estimation and inference for causal effect estimation

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Marginal structural models versus structural nested models as tools for causal inference

JM Robins · 1999

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Discussion of ”On profile likelihood” by Murphy and van der Vaart

James M Robins, Andrea Rotnitzky, and Mark J van der Laan · 2000

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Robust Estimation in Sequentially Ignorable Missing Data and Causal Inference Models

James M Robins · 2000

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Doubly robust estimation in missing data and causal inference models

Collaborative Double Robust Targeted Maximum Likelihood estimation

Mark J van der Laan and Susan Gruber · 2010

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Asymptotic theory for cross-validated targeted maximum likelihood estimation

Original

Wenjing Zheng and MJ van der Laan · 2010

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Targeted Minimum Loss Based Estimation of an Intervention Specific Mean Outcome

Mark J van der Laan and Susan Gruber · 2011

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Diagnosing and responding to violations in the positivity assumption

Maya L Petersen, Kristin E Porter, Susan Gruber, Yue Wang, and Mark J van der Laan · 2012

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Targeted Maximum Likelihood Estimation for Dynamic and Static Longitudinal Marginal Structural Working Models HHS Public Access

Maya Petersen, Joshua Schwab, Susan Gruber, Nello Blaser, Michael Schomaker, and Mark van der Laan · 2013

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