6 citations · 8 across the 3 of their papers we have counts for
3 papers
Performance of Cross-Validated Targeted Maximum Likelihood Estimation
Matthew J. Smith, Rachael V. Phillips, Camille Maringe +1
Background: Advanced methods for causal inference, such as targeted maximum likelihood estimation (TMLE), require certain conditions for statistical inference. However, in situatio…
Application of targeted maximum likelihood estimation in public health and epidemiological studies: a systematic review
Matthew J. Smith, Rachael V. Phillips, Miguel Angel Luque-Fernandez +1
The Targeted Maximum Likelihood Estimation (TMLE) statistical data analysis framework integrates machine learning, statistical theory, and statistical inference to provide a least…
The Delta-Method and Influence Function in Medical Statistics: a Reproducible Tutorial
Rodrigo Zepeda-Tello, Michael Schomaker, Camille Maringe +5
Approximate statistical inference via determination of the asymptotic distribution of a statistic is routinely used for inference in applied medical statistics (e.g. to estimate th…