Auto-G-Computation of Causal Effects on a Network

DOI10.1080/01621459.2020.1811098zbMath1464.62212arXiv1709.01577OpenAlexW3078674662MaRDI QIDQ4999161

Isabel R. Fulcher, Eric J. Tchetgen Tchetgen, Ilya Shpitser

Publication date: 6 July 2021

Published in: Journal of the American Statistical Association (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1709.01577

zbMATH Keywords

networkinterferencedirect effectspillover effectindirect effect

Mathematics Subject Classification ID

Causal inference from observational studies (62D20)

Related Items (3)

Inverse probability weighted estimators of vaccine effects accommodating partial interference and censoring ⋮ A Review of Spatial Causal Inference Methods for Environmental and Epidemiological Applications ⋮ Causal Inference for Social Network Data

Uses Software

• gformula

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Causal diagrams for interference
• Interference and sensitivity analysis
• Estimation of causal effects in observational studies with interference between units
• Estimating average causal effects under general interference, with application to a social network experiment
• Monte Carlo strategies in scientific computing.
• Linear degree extractors and the inapproximability of max clique and chromatic number
• What Do Randomized Studies of Housing Mobility Demonstrate?
• A measure & conquer approach for the analysis of exact algorithms
• Identifying Social Interactions Through Conditional Variance Restrictions
• Toward Causal Inference With Interference
• Algorithms for maximum independent sets
• Chain Graph Models and their Causal Interpretations
• Exactp-Values for Network Interference
• A new approach to causal inference in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect
• Large Sample Randomization Inference of Causal Effects in the Presence of Interference
• Statistical Analysis of Network Data with R
• Identification of treatment response with social interactions
• Interference Between Units in Randomized Experiments
• Algorithm Theory - SWAT 2004
• On inverse probability-weighted estimators in the presence of interference
• Evaluating Kindergarten Retention Policy

This page was built for publication: Auto-G-Computation of Causal Effects on a Network