Identification and Inference for Marginal Average Treatment Effect on the Treated with an Instrumental Variable
DOI10.5705/ss.202017.0196zbMath1453.62730arXiv1506.08149OpenAlexW2963300305WikidataQ102152533 ScholiaQ102152533MaRDI QIDQ5134487
Lan Liu, Eric J. Tchetgen Tchetgen, Baoluo Sun, Wang Miao, James M. Robins
Publication date: 16 November 2020
Published in: Statistica Sinica (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/1506.08149
counterfactualsinstrumental variabledouble robustnessunmeasured confoundingeffect of treatment on the treated
Estimation in multivariate analysis (62H12) Nonparametric robustness (62G35) Applications of statistics to biology and medical sciences; meta analysis (62P10)
Related Items (1)
Uses Software
Cites Work
- Unnamed Item
- Unnamed Item
- Estimating structural mean models with multiple instrumental variables using the generalised method of moments
- A note on the control function approach with an instrumental variable and a binary outcome
- Semiparametric instrumental variable estimation of treatment response models.
- Identification of Causal Effects Using Instrumental Variables
- Estimation of treatment effects in randomised trials with non-compliance and a dichotomous outcome using structural mean models
- Matching As An Econometric Evaluation Estimator
- Asymptotic Statistics
- Identification and Estimation of Local Average Treatment Effects
- Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme
- Principal Stratification Approach to Broken Randomized Experiments
- Estimating the Labor Market Impact of Voluntary Military Service Using Social Security Data on Military Applicants
- Causal Inference with Generalized Structural Mean Models
- Correcting for non-compliance in randomized trials using structural nested mean models
- Marginal and Nested Structural Models Using Instrumental Variables
- Doubly Robust Estimation of the Local Average Treatment Effect Curve
- Methodology for Evaluating a Partially Controlled Longitudinal Treatment Using Principal Stratification, With Application to a Needle Exchange Program
- Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings
This page was built for publication: Identification and Inference for Marginal Average Treatment Effect on the Treated with an Instrumental Variable