Stacked generalization: an introduction to super learning

Data-Adaptive Estimation for Double-Robust Methods in Population-Based Cancer Epidemiology: Risk Differences for Lung Cancer Mortality by Emergency Presentation

(2018) Miguel Angel Luque-Fernandez et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Treatment Prediction, Balance, and Propensity Score Adjustment

(2017) Erica E. M. Moodie et al.   EPIDEMIOLOGY

The Balance Super Learner: A robust adaptation of the Super Learner to improve estimation of the average treatment effect in the treated based on propensity score matching

(2016) Romain Pirracchio et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Super Learner Analysis of Electronic Adherence Data Improves Viral Prediction and May Provide Strategies for Selective HIV RNA Monitoring

(2015) Maya L. Petersen et al.   JAIDS-JOURNAL OF ACQUIRED IMMUNE DEFICIENCY SYNDROMES

Cross-validation for selecting a model selection procedure

(2015) Yongli Zhang et al.   JOURNAL OF ECONOMETRICS

Mortality prediction in intensive care units with the Super ICU Learner Algorithm (SICULA): a population-based study

(2015) Romain Pirracchio et al.   Lancet Respiratory Medicine

Variable Importance and Prediction Methods for Longitudinal Problems with Missing Variables

(2015) Iván Díaz et al.   PLoS One

Higher Order Tangent Spaces and Influence Functions

(2015) Aad van der Vaart   STATISTICAL SCIENCE

Mortality Risk Score Prediction in an Elderly Population Using Machine Learning

(2013) Sherri Rose   AMERICAN JOURNAL OF EPIDEMIOLOGY

A tutorial on propensity score estimation for multiple treatments using generalized boosted models

(2013) Daniel F. McCaffrey et al.   STATISTICS IN MEDICINE

Implementation of G-Computation on a Simulated Data Set: Demonstration of a Causal Inference Technique

(2011) Jonathan M. Snowden et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Propensity score estimation: neural networks, support vector machines, decision trees (CART), and meta-classifiers as alternatives to logistic regression

(2010) Daniel Westreich et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY