datasetJan 6, 2005GOLD OA

MatchIt: Nonparametric Preprocessing for Parametric Causal Inference

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Abstract

Selects matched samples of the original treated and control groups with similar covariate distributions – can be used to match exactly on covariates, to match on propensity scores, or perform a variety of other matching procedures. The package also implements a series of recommendations offered in Ho, Imai, King, and Stuart (2007) <doi:10.1093/pan/mpl013>. (The 'gurobi' package, which is not on CRAN, is optional and comes with an installation of the Gurobi Optimizer, available at <https://www.gurobi.com>.)

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Authors

5

Topics & keywords

Keywords
  • Nonparametric statistics
  • Causal inference
  • Preprocessor
  • Inference
  • Parametric statistics
  • Computer science
  • Artificial intelligence
  • Econometrics
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