Journal of Statistical Software · 2009 · 424 citations · 7 references
Public HealthBiostatisticsComputer ScienceCausal InferenceStatistical ModelingStatisticsBayesian InferenceCausal Effect EstimationCausal Graphical ModelsInferential StatisticsMatching MethodsExact MatchingMatching
This program is designed to improve causal inference via a method of matching that is widely applicable in observational data and easy to understand and use (if you understand how to draw a histogram, you will understand this method). The program implements the coarsened exact matching (CEM) algorithm, described below. CEM may be used alone or in combination with any existing matching method. This algorithm, and its statistical properties, are described in Iacus, King, and Porro (2008).
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
<b>MatchIt</b>: Nonparametric Preprocessing for Parametric Causal Inference
Daniel E. Ho, Kosuke Imai, Gary King et al. · Journal of Statistical Software · 2011 · 4.4K citations · Full text
The Dangers of Extreme Counterfactuals
Gary King, Langche Zeng · Political Analysis · 2005 · 549 citations · Full text