Matching Methods
CEM: Software for Coarsened Exact Matching.” Journal of Statistical Software, 30. Publisher's VersionAbstract
. 2009. “
A technical paper that describes a new class of matching methods, of which coarsened exact matching is an example: . 2011. “Multivariate Matching Methods That are Monotonic Imbalance Bounding.” Journal of the American Statistical Association, 106, 493, Pp. 345-361.Abstract
A unified approach to matching methods as a way to reduce model dependence by preprocessing data and then using any model you would have without matching: . 2007. “Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference.” Political Analysis, 15, Pp. 199–236.Abstract
CEM: Coarsened Exact Matching in Stata.” The Stata Journal, 9, Pp. 524–546.Abstract
. 2009. “
A Theory of Statistical Inference for Matching Methods in Causal Research.” Political Analysis, 27, 1, Pp. 46-68.Abstract
. 2019. “
A simple and powerful method of matching: . 2012. “Causal Inference Without Balance Checking: Coarsened Exact Matching.” Political Analysis, 20, 1, Pp. 1--24. WebsiteAbstract
The Balance-Sample Size Frontier in Matching Methods for Causal Inference.” American Journal of Political Science, 61, 2, Pp. 473-489.Abstract
. 2017. “
MatchIt: Nonparametric Preprocessing for Parametric Causal Inference.” Journal of Statistical Software, 42, 8, Pp. 1--28. Publisher's VersionAbstract
. 2011. “
Why Propensity Scores Should Not Be Used for Matching.” Political Analysis, 27, 4, Pp. 435-454. Publisher's VersionAbstract
. 2019. “