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Regression Discontinuity Designs Using Covariates
- S. Calonico, M. D. Cattaneo, M. Farrell, R. Titiunik
- Mathematics, EconomicsReview of Economics and Statistics
- 11 September 2018
Abstract We study regression discontinuity designs when covariates are included in the estimation. We examine local polynomial estimators that include discrete or continuous covariates in an additive…
Rdrobust: Software for Regression-discontinuity Designs
- S. Calonico, M. D. Cattaneo, M. Farrell, R. Titiunik
- Computer Science
- 1 June 2017
TLDR
On the Effect of Bias Estimation on Coverage Accuracy in Nonparametric Inference
- S. Calonico, M. D. Cattaneo, M. Farrell
- MathematicsJournal of the American Statistical Association
- 12 August 2015
ABSTRACT Nonparametric methods play a central role in modern empirical work. While they provide inference procedures that are more robust to parametric misspecification bias, they may be quite…
Robust Inference on Average Treatment Effects with Possibly More Covariates than Observations
- M. Farrell
- Mathematics, Economics
- 18 September 2013
Deep Neural Networks for Estimation and Inference
- M. Farrell, Tengyuan Liang, S. Misra
- Computer Science
- 26 September 2018
TLDR
Prevalence of Urinary Tract Infection in Childhood: A Meta-Analysis
- N. Shaikh, N. Morone, J. Bost, M. Farrell
- MedicineThe Pediatric infectious disease journal
- 1 April 2008
TLDR
Optimal bandwidth choice for robust bias-corrected inference in regression discontinuity designs
- S. Calonico, M. D. Cattaneo, M. Farrell
- Mathematics, Computer ScienceThe Econometrics Journal
- 1 September 2018
TLDR
Robust Inference on Average Treatment Effects with Possibly More Covariates than Observations
- M. Farrell
- Mathematics, Economics
- 27 March 2015
This paper concerns robust inference on average treatment effects following model selection. Under selection on observables, we construct confidence intervals using a doubly-robust estimator that are…
Deep Neural Networks for Estimation and Inference: Application to Causal Effects and Other Semiparametric Estimands
- M. Farrell, Tengyuan Liang, S. Misra
- Computer ScienceArXiv
- 26 September 2018
TLDR
Coverage Error Optimal Confidence Intervals
- S. Calonico, M. D. Cattaneo, M. Farrell
- Mathematics, Computer Science
- 4 August 2018
TLDR
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