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| Authors: | Jasjeet S. Sekhon | ||||
| Title: | Multivariate and Propensity Score Matching Software with Automated Balance Optimization: The Matching package for R | ||||
| Abstract: | Matching is an R package which provides functions for multivariate and propensity score matching and for finding optimal covariate balance based on a genetic search algorithm. A variety of univariate and multivariate metrics to determine if balance actually has been obtained are provided. The underlying matching algorithm is written in C++, makes extensive use of system BLAS and scales efficiently with dataset size. The genetic algorithm which finds optimal balance is parallelized and can make use of multiple CPUs or a cluster of computers. A large number of options are provided which control exactly how the matching is conducted and how balance is evaluated. | ||||
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Page views:: 16858. Submitted: 2007-02-07. Published: 2011-06-14. |
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| Paper: |
Multivariate and Propensity Score Matching Software with Automated Balance Optimization: The Matching package for R
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| DOI: |
10.18637/jss.v042.i07
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This work is licensed under the licenses Paper: Creative Commons Attribution 3.0 Unported License Code: GNU General Public License (at least one of version 2 or version 3) or a GPL-compatible license. |