Multivariate and propensity score matching software with automated balance optimization: the matching package for R
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نویسنده
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sekhon j.s.
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منبع
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journal of statistical software - 2011 - دوره : 42 - - کد همایش: - صفحه:1 -52
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چکیده
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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 for 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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کلیدواژه
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Causal inference; Genetic optimization; Multivariate matching; Propensity score matching; R
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آدرس
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department of political science,uc berkeley,210 barrows hall #1950,berkeley,ca 94720-1950, United States
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