drtmle - Doubly-Robust Nonparametric Estimation and Inference
Targeted minimum loss-based estimators of counterfactual means and causal effects that are doubly-robust with respect both to consistency and asymptotic normality (Benkeser et al (2017), <doi:10.1093/biomet/asx053>; MJ van der Laan (2014), <doi:10.1515/ijb-2012-0038>).
Last updated 2 years ago
causal-inferenceensemble-learningiptwstatistical-inferencetmle
6.86 score 18 stars 1 packages 89 scripts 308 downloadsdrord - Doubly-Robust Estimators for Ordinal Outcomes
Efficient covariate-adjusted estimators of quantities that are useful for establishing the effects of treatments on ordinal outcomes (Benkeser, Diaz, Luedtke 2020 <doi:10.1111/biom.13377>)
Last updated 3 years ago
causal-inferencecovid-19double-robustmann-whitneyordinal-regression
4.38 score 4 stars 12 scripts 134 downloadsnlpred - Estimators of Non-Linear Cross-Validated Risks Optimized for Small Samples
Methods for obtaining improved estimates of non-linear cross-validated risks are obtained using targeted minimum loss-based estimation, estimating equations, and one-step estimation (Benkeser, Petersen, van der Laan (2019), <doi:10.1080/01621459.2019.1668794>). Cross-validated area under the receiver operating characteristics curve (LeDell, Petersen, van der Laan (2015), <doi:10.1214/15-EJS1035>) and other metrics are included.
Last updated 2 years ago
auccross-validationestimating-equationsmachine-learningtmle
4.18 score 3 stars 6 scripts 180 downloads