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The Annals of Statistics, ISSN 0090-5364, 6/2012, Volume 40, Issue 3, pp. 1816 - 1845
Journal Article
Epidemiology, ISSN 1044-3983, 5/2010, Volume 21, Issue 3, pp. 383 - 388
Noncausal associations between exposures and outcomes are a threat to validity of causal inference in observational studies. Many techniques have been... 
Influenza vaccines | Health outcomes | Cytokines | Vaccination | Selection bias | Bacteria | Inference | Hospitalization | Epidemiology | Observational studies | METHODS | MORTALITY | PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH | INFLUENZA VACCINATION | ASSOCIATION | INSTRUMENTAL VARIABLES | EPIDEMIOLOGISTS
Journal Article
Journal Article
American Journal of Epidemiology, ISSN 0002-9262, 03/2014, Volume 179, Issue 5, pp. 633 - 640
Journal Article
Epidemiology, ISSN 1044-3983, 11/2013, Volume 24, Issue 6, pp. 886 - 893
Journal Article
Statistics in Medicine, ISSN 0277-6715, 09/2014, Volume 33, Issue 21, pp. 3601 - 3628
Journal Article
Biostatistics, ISSN 1465-4644, 01/2014, Volume 15, Issue 1, pp. 117 - 128
Journal Article
The Annals of Statistics, ISSN 0090-5364, 12/2016, Volume 44, Issue 6, pp. 2433 - 2466
Identifying causal parameters from observational data is fraught with subtleties due to the issues of selection bias and confounding. In addition, more complex... 
Contrafactuals | Hidden variables | Directed acyclic graphs | Estimation theory | Inference | Mathematical constants | Random variables | Artificial intelligence | Estimators | Vertices | Causal inference | Graphical models | Identification | Mediation analysis | STATISTICS & PROBABILITY | mediation analysis | identification | MODELS | graphical models | causal inference
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 01/2018, Volume 113, Issue 521, pp. 369 - 379
The development of coherent missing data models to account for nonmonotone missing at random (MAR) data by inverse probability weighting (IPW) remains to date... 
Augmented IPW | Nonmonotone missing at random data | Bayes | REGRESSION | RESPONSES | STATISTICS & PROBABILITY | MULTIPLE IMPUTATION | OUTCOMES | GENERALIZED LINEAR-MODELS | LIKELIHOOD | Missing data | Economic models | Weighting | Computer simulation | Estimation | Maximum likelihood estimators | Infants | Bayesian analysis | Inverse probability weighting | Missing at random
Journal Article
Clinical Infectious Diseases, ISSN 1058-4838, 3/2014, Volume 58, Issue 5, pp. 719 - 727
Journal Article
Statistica Sinica, ISSN 1017-0405, 4/2017, Volume 27, Issue 2, pp. 785 - 804
Case-control studies are designed to study associations between risk factors and a single, primary outcome. Information about additional, secondary outcomes is... 
Genetic association studies | Inverse probability weighting | Semiparametric inference | Case-control study | REGRESSION | CASE-CONTROL ASSOCIATION | MODELS | semiparametric inference | STATISTICS & PROBABILITY | genetic association studies | inverse probability weighting | GENOME-WIDE ASSOCIATION
Journal Article
Epidemiology, ISSN 1044-3983, 5/2014, Volume 25, Issue 3, pp. 427 - 435
We give critical attention to the assumptions underlying Mendelian randomization analysis and their biological plausibility. Several scenarios violating the... 
Genetic markers | Phenotypes | Sensitivity analysis | Medical genetics | Random allocation | Instrumental variables estimation | Instrumental variables | Cigarettes | Epidemiology | Methods | Lung neoplasms | C-REACTIVE PROTEIN | LUNG-CANCER | BIOLOGICAL PATHWAYS | PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH | BIAS | SUSCEPTIBILITY LOCI | RISK | GENETIC-VARIANTS