Propensity score prediction for electronic healthcare databases using
Super Learner and High-dimensional Propensity Score Methods

Propensity score prediction for electronic healthcare databases using Super Learner and High-dimensional Propensity Score Methods

7 March 2017

Sebastian Schneeweiss

M. J. van der Laan

Papers citing "Propensity score prediction for electronic healthcare databases using Super Learner and High-dimensional Propensity Score Methods"

10 / 10 papers shown

Title
Improved Crop and Weed Detection with Diverse Data Ensemble Learning Muhammad Asad Saeed Anwar Abdul Bais 21 4 0 02 Oct 2023
A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources Xiaoqing Ellen Tan Chung Chang Ling Zhou Lu Tang CML 31 18 0 10 Mar 2021
Targeting Learning: Robust Statistics for Reproducible Research Jeremy Coyle N. Hejazi Ivana Malenica Rachael V. Phillips B. Arnold ... Weixin Cai Sonali Dayal J. Colford A. Hubbard Mark van der Laan OOD CML 15 11 0 12 Jun 2020
Robust inference on the average treatment effect using the outcome highly adaptive lasso Cheng Ju David Benkeser Mark van der Laan 29 1 0 18 Jun 2018
Collaborative targeted inference from continuously indexed nuisance parameter estimators Cheng Ju Antoine Chambaz Mark van der Laan 37 5 0 31 Mar 2018
Robust Propensity Score Computation Method based on Machine Learning with Label-corrupted Data Chen Wang Suzhen Wang Fuyan Shi Zaixiang Wang 37 10 0 09 Jan 2018
On Adaptive Propensity Score Truncation in Causal Inference Cheng Ju Joshua Schwab M. J. van der Laan 31 35 0 18 Jul 2017
Collaborative-controlled LASSO for Constructing Propensity Score-based Estimators in High-Dimensional Data Cheng Ju R. Wyss J. Franklin Sebastian Schneeweiss J. Häggström M. J. van der Laan 34 42 0 30 Jun 2017
The Relative Performance of Ensemble Methods with Deep Convolutional Neural Networks for Image Classification Cheng Ju Aurélien F. Bibaut Mark van der Laan UQCV 44 358 0 05 Apr 2017
Scalable Collaborative Targeted Learning for High-Dimensional Data Cheng Ju Susan Gruber S. Lendle Antoine Chambaz J. Franklin R. Wyss Sebastian Schneeweiss M. J. van der Laan 32 38 0 07 Mar 2017