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We consider the asymptotic properties of the Synthetic Control (SC) estimator when both the number of pre-treatment periods and control units are large.
Synthetic Controls with Imperfect Pre-Treatment Fit
Ferman, B. and Pinto, C. (2019) · 1911
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Self-normalized processes: exponential inequalities, moment bounds and iterated logarithm laws
de la Peña, V. H., Klass, M. J., and Leung Lai, T. (2004) · 1933
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Laws of large numbers for dependent non-identically distributed random variables
Andrews, D. W. K. (1988) · 1988
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Uniform convergence in probability and stochastic equicontinuity
Newey, W. K. (1991) · 1991
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Chapter 36 large sample estimation and hypothesis testing
Newey, W. K. and McFadden, D. (1994) · 1994
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The Economic Costs of Conflict: A Case Study of the Basque Country
Abadie, A. and Gardeazabal, J. (2003) · 2003
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Basic properties of strong mixing conditions. a survey and some open questions
Bradley, R. C. (2005) · 2005
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Panel data models with interactive fixed effects
Bai, J. (2009) · 2009
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Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program
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A panel data approach for program evaluation: Measuring the benefits of political and economic integration of hong kong with mainland china
Hsiao, C., Steve Ching, H., and Ki Wan, S. (2012) · 2012
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Comparative Politics and the Synthetic Control Method
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The State of Applied Econometrics-Causality and Policy Evaluation
Athey, S. and Imbens, G. (2016) · 2016
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Balancing, regression, difference-in-differences and synthetic control methods: A synthesis
Doudchenko, N. and Imbens, G. (2016) · 2016
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Generalized synthetic control method: Causal inference with interactive fixed effects models
Xu, Y. (2017) · 2017
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Synthetic Difference in Differences
Arkhangelsky, D., Athey, S., Hirshberg, D. A., Imbens, G. W., and Wager, S. (2018) · 2018
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Arco: An artificial counterfactual approach for high-dimensional panel time-series data
Carvalho, C., Masini, R., and Medeiros, M. C. (2018) · 2018
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Inference in linear regression models with many covariates and heteroscedasticity
Cattaneo, M. D., Jansson, M., and Newey, W. K. (2018) · 2018
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On the role of covariates in the synthetic control method
Botosaru, I. and Ferman, B. (2019) · 2019
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Regional policy evaluation: Interactive fixed effects and synthetic controls
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Matrix Completion Methods for Causal Panel Data Models
Athey, S., Bayati, M., Doudchenko, N., Imbens, G., and Khosravi, K. (2017) · 2017
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Estimation of average treatment effects with panel data: Asymptotic theory and implementation
Li, K. T. and Bell, D. R. (2017) · 2017
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An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls
Chernozhukov, V., Wuthrich, K., and Zhu, Y. (2019) · 2019
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Synthetic control estimation beyond case studies: Does the minimum wage reduce employment?
Powell, D. (2019) · 2019
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Cherry picking with synthetic controls
Ferman, B., Pinto, C., and Possebom, V. (2020) · 2020
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