An exact and robust conformal inference method for counterfactual and synthetic controls

Yu Zhu, Kaspar Wüthrich, Victor Chernozhukov

Type: Report

Publication Date: 2017-12-26

Citations: 30

DOI: https://doi.org/10.1920/wp.cem.2017.6217

Locations

arXiv (Cornell University) - View - PDF

Similar Works

Action	Title	Year	Authors
+	An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls	2017	Victor Chernozhukov Kaspar Wüthrich Yinchu Zhu
+ PDF Chat	An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls	2021	Victor Chernozhukov Kaspar Wüthrich Yinchu Zhu
+	Generalized Synthetic Control Method for Causal Inference with Time-Series Cross-Sectional Data	2015	Yiqing Xu
+ PDF Chat	Generalized Synthetic Control Method: Causal Inference with Interactive Fixed Effects Models	2017	Yiqing Xu
+	Theory for identification and Inference with Synthetic Controls: A Proximal Causal Inference Framework	2021	Xu Shi Wang Miao Mengtong Hu Eric Tchetgen Tchetgen
+	Predictor Selection for Synthetic Controls	2022	Jaume Vives-i-Bastida
+ PDF Chat	Synthetic Control Methods for Proportions	2024	Konstantin Bogatyrev Lukas F. Stoetzer
+	Replication Data for: A Practical Guide to Counterfactual Estimators for Causal Inference with Time-Series Cross-Sectional Data	2022	L. Liu Ye Wang Yiqing Xu
+	A Practical Guide to Counterfactual Estimators for Causal Inference with Time-Series Cross-Sectional Data	2021	Licheng Liu Ye Wang Yiqing Xu
+ PDF Chat	A Practical Guide to Counterfactual Estimators for Causal Inference with Time-Series Cross-Sectional Data	2020	L. Liu Ye Wang Yiqing Xu
+	Proximal Causal Inference for Synthetic Control with Surrogates	2023	Jizhou Liu Eric J. Tchetgen Tchetgen Carlos Varjão
+	The Bayesian Synthetic Control: Improved Counterfactual Estimation in the Social Sciences through Probabilistic Modeling	2019	Elias Tuomaala
+ PDF Chat	A Practical Guide to Counterfactual Estimators for Causal Inference with Time‐Series Cross‐Sectional Data	2022	Licheng Liu Ye Wang Yiqing Xu
+	Bayesian and Frequentist Inference for Synthetic Controls	2022	Ignacio Arroyo Martínez Jaume Vives-i-Bastida
+	Tree-based Synthetic Control Methods: Consequences of moving the US Embassy	2019	Nicolaj Søndergaard Mühlbach Mikkel Slot Nielsen
+	Tree-based Synthetic Control Methods: Consequences of moving the US Embassy	2019	Nicolaj Søndergaard Mühlbach Mikkel Slot Nielsen
+	Tree-based Synthetic Control Methods: Consequences of moving the US Embassy.	2019	Nicolaj Søndergaard Mühlbach Mikkel Slot Nielsen
+ PDF Chat	On the Assumptions of Synthetic Control Methods	2021	Claudia Shi Dhanya Sridhar Vishal Misra David M. Blei
+	On the Assumptions of Synthetic Control Methods	2021	Claudia Shi Dhanya Sridhar Vishal Misra David M. Blei
+ PDF Chat	Decoupling synthetic control methods to ensure stability, accuracy and meaningfulness	2021	Daniel Albalate Germà Bel Ferran A. Mazaira‐Font

Works That Cite This (22)

Action	Title	Year	Authors
+	Synthetic Design: An Optimization Approach to Experimental Design with Synthetic Controls.	2021	Nick Doudchenko Khashayar Khosravi Jean Pouget-Abadie Sébastien Lahaie Miles Lubin Vahab Mirrokni Jann Spiess Guido W. Imbens
+	Synthetic Controls for Experimental Design	2021	Alberto Abadie Jinglong Zhao
+	Synthetic controls with imperfect pretreatment fit	2021	Bruno Ferman Cristine Campos de Xavier Pinto
+	Assessing the Causal Effect of Binary Interventions from Observational Panel Data with Few Treated Units	2019	Pantelis Samartsidis Shaun R. Seaman Anne M. Presanis Matthew Hickman Daniela De Angelis
+	Inference for Factor Model Based Average Treatment Effects	2018	Kathleen Li
+	Prediction Intervals for Synthetic Control Methods	2021	Matias D. Cattaneo Yingjie Feng Rocío Titiunik
+	Exact and robust conformal inference methods for predictive machine learning with dependent data	2018	Victor Chernozhukov Kaspar Wüthrich Yinchu Zhu
+ PDF Chat	A Design-Based Perspective on Synthetic Control Methods	2023	Lea Bottmer Guido W. Imbens Jann Spiess Merrill Warnick
+ PDF Chat	Matrix Completion Methods for Causal Panel Data Models	2021	Susan Athey Mohsen Bayati Nikolay Doudchenko Guido W. Imbens Khashayar Khosravi
+ PDF Chat	Matrix Completion Methods for Causal Panel Data Models	2018	Susan Athey Mohsen Bayati Nikolay Doudchenko Guido W. Imbens Khashayar Khosravi

Works Cited by This (47)

Action	Title	Year	Authors
+	Introduction to Empirical Processes and Semiparametric Inference	2007	Michael R. Kosorok
+	Self-Normalized Processes: Limit Theory and Statistical Applications	2001	Victor de la Peña Tze Leung Lai Qi-Man Shao
+ PDF Chat	The Large-Sample Power of Tests Based on Permutations of Observations	1952	Wassily Hoeffding
+ PDF Chat	Distribution-free Prediction Bands for Non-parametric Regression	2013	Jing Lei Larry Wasserman
+	Matrix estimation by Universal Singular Value Thresholding	2014	Sourav Chatterjee
+ PDF Chat	A toolbox of permutation tests for structural change	2013	Achim Zeileis Torsten Hothorn
+	Permutation tests in change point analysis	2001	Jaromı́r Antoch Marie Hušková
+	Asymptotic Theory for Econometricians.	1988	Peter M. Robinson Hannah J. White
+	On the Behavior of Randomization Tests without a Group Invariance Assumption	1990	Joseph P. Romano
+	MIXING AND MOMENT PROPERTIES OF VARIOUS GARCH AND STOCHASTIC VOLATILITY MODELS	2002	Marine Carrasco Xiaohong Chen