Causal Estimation of Exposure Shifts with Neural Networks: Evaluating the Health Benefits of Stricter Air Quality Standards in the US

6 February 2023

Papers citing "Causal Estimation of Exposure Shifts with Neural Networks: Evaluating the Health Benefits of Stricter Air Quality Standards in the US"

9 / 9 papers shown

Title
Application of targeted maximum likelihood estimation in public health and epidemiological studies: a systematic review Matthew J. Smith Rachael V. Phillips M. Luque-Fernández C. Maringe OOD 44 22 0 13 Mar 2023
End-to-End Balancing for Causal Continuous Treatment-Effect Estimation M. T. Bahadori E. T. Tchetgen David Heckerman CML 40 15 0 27 Jul 2021
What Are Bayesian Neural Network Posteriors Really Like? Pavel Izmailov Sharad Vikram Matthew D. Hoffman A. Wilson UQCV BDL 72 385 0 29 Apr 2021
VCNet and Functional Targeted Regularization For Learning Causal Effects of Continuous Treatments Lizhen Nie Mao Ye Qiang Liu D. Nicolae CML 69 71 0 14 Mar 2021
Estimating the Effects of Continuous-valued Interventions using Generative Adversarial Networks Ioana Bica James Jordon M. Schaar CML 70 106 0 27 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 493 42,449 0 03 Dec 2019
Adapting Neural Networks for the Estimation of Treatment Effects Claudia Shi David M. Blei Victor Veitch CML 148 376 0 05 Jun 2019
Learning Counterfactual Representations for Estimating Individual Dose-Response Curves Patrick Schwab Lorenz Linhardt Stefan Bauer J. M. Buhmann W. Karlen CML OOD 72 135 0 03 Feb 2019
Semiparametric theory and empirical processes in causal inference Edward H. Kennedy CML 55 179 0 15 Oct 2015