CRAN/E | SeqExpMatch

SeqExpMatch

Sequential Experimental Design via Matching on-the-Fly

Installation

About

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) .

github.com/kapelner/matching_on_the_fly_designs_R_package_and_paper_repr

Key Metrics

Version 0.1.0
R ≥ 3.6.3
Published 2021-06-01 1058 days ago
Needs compilation? no
License GPL-3
CRAN checks SeqExpMatch results

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Maintainer

Maintainer

Adam Kapelner

kapelner@qc.cuny.edu

Authors

Adam Kapelner

aut / cre

Abba Krieger

aut

Material

Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Depends

R6
checkmate
doParallel
R ≥ 3.6.3

Imports

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