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Generates the following sequential two-arm experimental designs: (1) completely randomized (Bernoulli) (2) balanced completely randomized (3) Efron's (1971) Biased Coin (4) Atkinson's (1982) Covariate-Adjusted Biased Coin (5) Kapelner and Krieger's (2014) Covariate-Adjusted Matching on the Fly (6) Kapelner and Krieger's (2021) CARA Matching on the Fly with Differential Covariate Weights (Naive) (7) Kapelner and Krieger's (2021) CARA Matching on the Fly with Differential Covariate Weights (Stepwise) and also provides the following types of inference: (1) estimation (with both Z-style estimators and OLS estimators), (2) frequentist testing (via asymptotic distribution results and via employing the nonparametric randomization test) and (3) frequentist confidence intervals (only under the superpopulation sampling assumption currently). Details can be found in our publication: Kapelner and Krieger "A Matching Procedure for Sequential Experiments that Iteratively Learns which Covariates Improve Power" (2020) <doi:10.48550/arXiv.2010.05980>.
Version: | 0.1.0 |
Depends: | R6, checkmate, doParallel, R (≥ 3.6.3) |
Imports: | stats |
Published: | 2021-06-01 |
DOI: | 10.32614/CRAN.package.SeqExpMatch |
Author: | Adam Kapelner [aut, cre], Abba Krieger [aut] |
Maintainer: | Adam Kapelner <kapelner at qc.cuny.edu> |
License: | GPL-3 |
URL: | https://github.com/kapelner/matching_on_the_fly_designs_R_package_and_paper_repr |
NeedsCompilation: | no |
CRAN checks: | SeqExpMatch results |
Reference manual: | SeqExpMatch.pdf |
Package source: | SeqExpMatch_0.1.0.tar.gz |
Windows binaries: | r-devel: SeqExpMatch_0.1.0.zip, r-release: SeqExpMatch_0.1.0.zip, r-oldrel: SeqExpMatch_0.1.0.zip |
macOS binaries: | r-release (arm64): SeqExpMatch_0.1.0.tgz, r-oldrel (arm64): SeqExpMatch_0.1.0.tgz, r-release (x86_64): SeqExpMatch_0.1.0.tgz, r-oldrel (x86_64): SeqExpMatch_0.1.0.tgz |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.