Handbooks of Modern Statistical Methods Longitudinal Data Analysis

[1]  J. Robins Correcting for non-compliance in randomized trials using structural nested mean models , 1994 .

[2]  D. Rubin,et al.  The central role of the propensity score in observational studies for causal effects , 1983 .

[3]  J. Robins Analytic Methods for Estimating HIV-Treatment and Cofactor Effects , 2002 .

[4]  J M Robins,et al.  Marginal Mean Models for Dynamic Regimes , 2001, Journal of the American Statistical Association.

[5]  J. Robins,et al.  Comment: Performance of Double-Robust Estimators When “Inverse Probability” Weights Are Highly Variable , 2007, 0804.2965.

[6]  J. Robins,et al.  Marginal Structural Models to Estimate the Joint Causal Effect of Nonrandomized Treatments , 2001 .

[7]  M. Petersen,et al.  Diagnosing Bias in the Inverse Probability of Treatment Weighted Estimator Resulting from Violation of Experimental Treatment Assignment , 2006 .

[8]  J. Robins,et al.  Sensitivity Analysis for Selection bias and unmeasured Confounding in missing Data and Causal inference models , 2000 .

[9]  James M. Robins,et al.  Unified Methods for Censored Longitudinal Data and Causality , 2003 .

[10]  J. Robins General methodological considerations , 2003 .

[11]  J. Robins,et al.  A Structural Approach to Selection Bias , 2004, Epidemiology.

[12]  J. Pearl Causal diagrams for empirical research , 1995 .

[13]  James M. Robins,et al.  Probabilistic evaluation of sequential plans from causal models with hidden variables , 1995, UAI.

[14]  J. Robins,et al.  Sensitivity Analyses for Unmeasured Confounding Assuming a Marginal Structural Model for Repeated Measures , 2022 .

[15]  James M. Robins,et al.  Estimation of Effects of Sequential Treatments by Reparameterizing Directed Acyclic Graphs , 1997, UAI.

[16]  J. Robins,et al.  Estimating the causal effect of zidovudine on CD4 count with a marginal structural model for repeated measures , 2002, Statistics in medicine.

[17]  S. Murphy,et al.  Optimal dynamic treatment regimes , 2003 .

[18]  P. Spirtes,et al.  Causation, prediction, and search , 1993 .

[19]  J. Robins,et al.  Comparison of dynamic treatment regimes via inverse probability weighting. , 2006, Basic & clinical pharmacology & toxicology.

[20]  M. Hernán Invited commentary: hypothetical interventions to define causal effects--afterthought or prerequisite? , 2005, American journal of epidemiology.

[21]  J. Robins,et al.  Doubly Robust Estimation in Missing Data and Causal Inference Models , 2005, Biometrics.

[22]  J. Robins,et al.  Marginal Structural Models and Causal Inference in Epidemiology , 2000, Epidemiology.

[23]  J. Robins,et al.  Estimating causal effects from epidemiological data , 2006, Journal of Epidemiology and Community Health.

[24]  James M. Robins,et al.  Optimal Structural Nested Models for Optimal Sequential Decisions , 2004 .

[25]  J. Robins A new approach to causal inference in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect , 1986 .

[26]  J. Robins,et al.  Adjusting for Nonignorable Drop-Out Using Semiparametric Nonresponse Models , 1999 .

[27]  J. Robins,et al.  Instruments for Causal Inference: An Epidemiologist's Dream? , 2006, Epidemiology.

[28]  M. J. van der Laan,et al.  The International Journal of Biostatistics Causal Effect Models for Realistic Individualized Treatment and Intention to Treat Rules , 2011 .

[29]  D. Rubin Comment on "Causal inference without counterfactuals," by Dawid AP , 2000 .

[30]  James M. Robins,et al.  Causal Inference from Complex Longitudinal Data , 1997 .

[31]  J. Robins Errata to “a new approach to causal intefence in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect” Mathl Modelling 7(9–12), 1393–1512 (1986) , 1987 .

[32]  M. J. Laan Causal Effect Models for Intention to Treat and Realistic Individualized Treatment Rules , 2006 .

[33]  P. Rosenbaum The Consequences of Adjustment for a Concomitant Variable that Has Been Affected by the Treatment , 1984 .

[34]  J. Robins,et al.  Analysis of semiparametric regression models for repeated outcomes in the presence of missing data , 1995 .

[35]  James M. Robins,et al.  Marginal Structural Models versus Structural nested Models as Tools for Causal inference , 2000 .