Constrained Maximum Likelihood Estimation for Model Calibration Using Summary-Level Information From External Big Data Sources

The behavior of maximum likelihood estimates under nonstandard conditions

1967 • 4,602 citations

Maximum Likelihood Estimation of Misspecified Models

1982 • 3,838 citations

Maximum Likelihood Estimation of Misspecified Models

1983 • 3,727 citations

Proceedings of the fifth Berkeley symposium on mathematical statistics and probability.

1969 • 3,180 citations

Estimation of Regression Coefficients When Some Regressors are not Always Observed

1994 • 2,396 citations

Empirical Likelihood and General Estimating Equations

1994 • 1,704 citations

Calibration Estimators in Survey Sampling

1992 • 1,481 citations

Logistic disease incidence models and case-control studies

1979 • 1,064 citations

The Use of Propensity Scores to Assess the Generalizability of Results from Randomized Trials

2010 • 461 citations

External Validity: From Do-Calculus to Transportability Across Populations

2014 • 397 citations

Projecting Absolute Invasive Breast Cancer Risk in White Women With a Model That Includes Mammographic Density

2006 • 349 citations

A Model-Calibration Approach to Using Complete Auxiliary Information From Survey Data

2001 • 315 citations

Commonly Studied Single-Nucleotide Polymorphisms and Breast Cancer: Results From the Breast Cancer Association Consortium

2006 • 256 citations

Combining Micro and Macro Data in Microeconometric Models

1994 • 251 citations

Semiparametric Methods for Response-Selective and Missing Data Problems in Regression

1999 • 220 citations

Fitting regression models to case-control data by maximum likelihood

1997 • 209 citations

Multilevel Regression and Poststratification for Small-Area Estimation of Population Health Outcomes: A Case Study of Chronic Obstructive Pulmonary Disease Prevalence Using the Behavioral Risk Factor Surveillance System

2014 • 189 citations

Maximum Likelihood Estimation of Logistic Regression Parameters under Two-phase, Outcome-dependent Sampling

1997 • 162 citations

From Sample Average Treatment Effect to Population Average Treatment Effect on the Treated: Combining Experimental with Observational Studies to Estimate Population Treatment Effects

2015 • 141 citations

A Semiparametric Mixture Approach to Case-Control Studies with Errors in Covariables

1996 • 108 citations

Optimal calibration estimators in survey sampling

2003 • 92 citations

Hierarchical Modeling in Geographic Information Systems: Population Interpolation over Incompatible Zones

1998 • 91 citations

Connections between Survey Calibration Estimators and Semiparametric Models for Incomplete Data

2011 • 90 citations

Miscellanea. Combining parametric and empirical likelihoods

2000 • 84 citations

A Unified Approach to Regression Analysis Under Double-Sampling Designs

2000 • 74 citations

Generalizing from clinical trial data: A case study. The risk of suicidality among pediatric antidepressant users

2008 • 61 citations

Comprehensive analysis of common genetic variation in 61 genes related to steroid hormone and insulin-like growth factor-I metabolism and breast cancer risk in the NCI breast and prostate cancer cohort consortium†

2010 • 51 citations

Using covariate-specific disease prevalence information to increase the power of case-control studies

2014 • 47 citations

Benchmarking small area estimators

2012 • 44 citations

Standardization and Control for Confounding in Observational Studies: A Historical Perspective

2014 • 31 citations

Breast Cancer Relative Hazard Estimates From Case–Control and Cohort Designs With Missing Data on Mammographic Density

2008 • 8 citations