2 papers
stat.ME2021
The Bias-Variance Tradeoff of Doubly Robust Estimator with Targeted regularized Neural Networks Predictions
Mehdi Rostami, Olli Saarela, Michael Escobar
The Doubly Robust (DR) estimation of ATE can be carried out in 2 steps, where in the first step, the treatment and outcome are modeled, and in the second step the predictions are i…
stat.ME2021
Normalized Augmented Inverse Probability Weighting with Neural Network Predictions
Mehdi Rostami, Olli Saarela
The estimation of Average Treatment Effect (ATE) as a causal parameter is carried out in two steps, where in the first step, the treatment and outcome are modeled to incorporate th…