Nonparametric identification and efficient estimation of causal effects with instrumental variables
Fuente:
arXiv
Saved in:
| Main Authors: | Levis, Alexander W., Kennedy, Edward H., Keele, Luke |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Nonparametric Estimation of Local Treatment Effects with Continuous Instruments
by: Zeng, Zhenghao, et al.
Published: (2025)
by: Zeng, Zhenghao, et al.
Published: (2025)
Improving instrumental variable estimators with post-stratification
by: Pashley, Nicole E., et al.
Published: (2023)
by: Pashley, Nicole E., et al.
Published: (2023)
Local Effects of Continuous Instruments without Positivity
by: Rakshit, Prabrisha, et al.
Published: (2024)
by: Rakshit, Prabrisha, et al.
Published: (2024)
Nonparametric causal inference for optogenetics: sequential excursion effects for dynamic regimes
by: Loewinger, Gabriel, et al.
Published: (2024)
by: Loewinger, Gabriel, et al.
Published: (2024)
Intervention effects based on potential benefit
by: Levis, Alexander W., et al.
Published: (2024)
by: Levis, Alexander W., et al.
Published: (2024)
Discussion of "Causal and counterfactual views of missing data models" by Razieh Nabi, Rohit Bhattacharya, Ilya Shpitser, & James M. Robins
by: Levis, Alex W., et al.
Published: (2025)
by: Levis, Alex W., et al.
Published: (2025)
Identification and estimation of causal peer effects using instrumental variables
by: Luo, Shanshan, et al.
Published: (2025)
by: Luo, Shanshan, et al.
Published: (2025)
Identification and multiply robust estimation of causal effects via instrumental variables from an auxiliary population
by: Li, Wei, et al.
Published: (2024)
by: Li, Wei, et al.
Published: (2024)
Nonparametric efficient causal estimation of the intervention-specific expected number of recurrent events with continuous-time targeted maximum likelihood and highly adaptive lasso estimation
by: Rytgaard, Helene C. W., et al.
Published: (2024)
by: Rytgaard, Helene C. W., et al.
Published: (2024)
Nonparametric efficient estimation of the longitudinal front-door functional
by: Breum, Marie S., et al.
Published: (2025)
by: Breum, Marie S., et al.
Published: (2025)
A Weighting Framework for Clusters as Confounders in Observational Studies
by: Ben-Michael, Eli, et al.
Published: (2026)
by: Ben-Michael, Eli, et al.
Published: (2026)
Efficient estimation of subgroup treatment effects using multi-source data
by: Wang, Guanbo, et al.
Published: (2024)
by: Wang, Guanbo, et al.
Published: (2024)
Robust estimation of causal dose-response relationship using exposure data with dose as an instrumental variable
by: Wang, Jixian, et al.
Published: (2025)
by: Wang, Jixian, et al.
Published: (2025)
Nonparametric efficient inference for network quantile causal effects under partial interference
by: Cheng, Chao, et al.
Published: (2026)
by: Cheng, Chao, et al.
Published: (2026)
Comparing Causal Inference Methods for Point Exposures with Missing Confounders: A Simulation Study
by: Benz, Luke, et al.
Published: (2024)
by: Benz, Luke, et al.
Published: (2024)
Stochastic interventions, sensitivity analysis, and optimal transport
by: Levis, Alexander W., et al.
Published: (2024)
by: Levis, Alexander W., et al.
Published: (2024)
Exploiting independence constraints for efficient estimation of bounds on causal effects in the presence of unmeasured confounding
by: Chang, Ting-Hsuan, et al.
Published: (2026)
by: Chang, Ting-Hsuan, et al.
Published: (2026)
Fast convergence rates for dose-response estimation
by: Bonvini, Matteo, et al.
Published: (2022)
by: Bonvini, Matteo, et al.
Published: (2022)
Efficient semiparametric estimation of marginal treatment effects with genetic instrumental variables
by: Patel, Ashish, et al.
Published: (2026)
by: Patel, Ashish, et al.
Published: (2026)
Prediction of causal genes at GWAS loci with pleiotropic gene regulatory effects using sets of correlated instrumental variables
by: Khan, Mariyam, et al.
Published: (2024)
by: Khan, Mariyam, et al.
Published: (2024)
Identification and efficient estimation of compliance and network causal effects in cluster-randomized trials
by: Cheng, Chao, et al.
Published: (2025)
by: Cheng, Chao, et al.
Published: (2025)
Principled analysis of crossover designs: causal effects, efficient estimation, and robust inference
by: Jiang, Zhichao, et al.
Published: (2025)
by: Jiang, Zhichao, et al.
Published: (2025)
Discovery and inference of possibly bi-directional causal relationships with invalid instrumental variables
by: Li, Wei, et al.
Published: (2024)
by: Li, Wei, et al.
Published: (2024)
Using negative controls to identify causal effects with invalid instrumental variables
by: Dukes, Oliver, et al.
Published: (2022)
by: Dukes, Oliver, et al.
Published: (2022)
Longitudinal weighted and trimmed treatment effects with flip interventions
by: McClean, Alec, et al.
Published: (2025)
by: McClean, Alec, et al.
Published: (2025)
Sensitivity Analysis for Clustered Observational Studies with an Application to the Effectiveness of Magnet Nursing Hospitals
by: Huang, Melody, et al.
Published: (2025)
by: Huang, Melody, et al.
Published: (2025)
Confounder-robust causal discovery and inference in Perturb-seq using proxy and instrumental variables
by: Park, Kwangmoon, et al.
Published: (2026)
by: Park, Kwangmoon, et al.
Published: (2026)
Sensitivity analysis for incremental effects, with application to a study of victimization & offending
by: Shen, Shuying, et al.
Published: (2026)
by: Shen, Shuying, et al.
Published: (2026)
Nonparametric estimation of the total treatment effect with multiple outcomes in the presence of terminal events
by: Gronsbell, Jessica, et al.
Published: (2024)
by: Gronsbell, Jessica, et al.
Published: (2024)
Forest Kernel Balancing Weights: Outcome-Guided Features for Causal Inference
by: Shen, Andy A., et al.
Published: (2025)
by: Shen, Andy A., et al.
Published: (2025)
Incremental effects for continuous exposures
by: Schindl, Kyle, et al.
Published: (2024)
by: Schindl, Kyle, et al.
Published: (2024)
Causal effects based on distributional distances
by: Kim, Kwangho, et al.
Published: (2018)
by: Kim, Kwangho, et al.
Published: (2018)
Bayesian estimation of causal effects from observational categorical data
by: Kvisgaard, Vera, et al.
Published: (2025)
by: Kvisgaard, Vera, et al.
Published: (2025)
Partial identification of principal causal effects under violations of principal ignorability
by: Wu, Minxuan, et al.
Published: (2024)
by: Wu, Minxuan, et al.
Published: (2024)
Doubly robust estimation of optimal treatment regimes for survival data using an instrumental variable
by: Xia, Junwen, et al.
Published: (2022)
by: Xia, Junwen, et al.
Published: (2022)
Causal inference under transportability assumptions for conditional relative effect measures
by: Wang, Guanbo, et al.
Published: (2024)
by: Wang, Guanbo, et al.
Published: (2024)
Functional instrumental variable regression with an application to estimating the impact of immigration on native wages
by: Seong, Dakyung, et al.
Published: (2021)
by: Seong, Dakyung, et al.
Published: (2021)
A Nonparametric and Functional Wombling Methodology
by: Barratt, Luke A., et al.
Published: (2025)
by: Barratt, Luke A., et al.
Published: (2025)
A causal fused lasso for interpretable heterogeneous treatment effects estimation
by: Padilla, Oscar Hernan Madrid, et al.
Published: (2021)
by: Padilla, Oscar Hernan Madrid, et al.
Published: (2021)
Distilling heterogeneous treatment effects: Stable subgroup estimation in causal inference
by: Huang, Melody, et al.
Published: (2025)
by: Huang, Melody, et al.
Published: (2025)
Similar Items
-
Nonparametric Estimation of Local Treatment Effects with Continuous Instruments
by: Zeng, Zhenghao, et al.
Published: (2025) -
Improving instrumental variable estimators with post-stratification
by: Pashley, Nicole E., et al.
Published: (2023) -
Local Effects of Continuous Instruments without Positivity
by: Rakshit, Prabrisha, et al.
Published: (2024) -
Nonparametric causal inference for optogenetics: sequential excursion effects for dynamic regimes
by: Loewinger, Gabriel, et al.
Published: (2024) -
Intervention effects based on potential benefit
by: Levis, Alexander W., et al.
Published: (2024)