O. Saarela

activity

20172026

most citedA Bayesian view of doubly robust causal inference

46 citations · 49 across the 8 of their papers we have counts for

collaborators

Showing 2021Show all

2 papers · 1 filter

stat.ME2021

The Bias-Variance Tradeoff of Doubly Robust Estimator with Targeted $L_{1}$ 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…

The Bias-Variance Tradeoff of Doubly Robust Estimator with Targeted L1​ regularized Neural Networks Predictions

Normalized Augmented Inverse Probability Weighting with Neural Network Predictions

The Bias-Variance Tradeoff of Doubly Robust Estimator with Targeted $L_{1}$ regularized Neural Networks Predictions