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Full-Text Articles in Physical Sciences and Mathematics

A Targeted Confounder Selection Strategy For Propensity Score Estimation, Susan Gruber Dec 2012

A Targeted Confounder Selection Strategy For Propensity Score Estimation, Susan Gruber

Susan Gruber

These slides provide an introduction to data-adaptive propensity score estimation, and the collaborative targeted maximum likelihood estimator (C-TMLE) of van der Laan and Gruber. The notation has been greatly simplified, which makes the work accessible to a more general audience, but loses a little in the translation.


An Overview Of Targeted Maximum Likelihood Estimation, Susan Gruber Dec 2012

An Overview Of Targeted Maximum Likelihood Estimation, Susan Gruber

Susan Gruber

These slides provide an introduction to targeted maximum likelihood estimation in a point treatment setting.