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MKpower (version 0.9)

Power Analysis and Sample Size Calculation

Description

Power analysis and sample size calculation for Welch and Hsu (Hedderich and Sachs (2018), ISBN:978-3-662-56657-2) t-tests including Monte-Carlo simulations of empirical power and type-I-error. Power and sample size calculation for Wilcoxon rank sum and signed rank tests via Monte-Carlo simulations. Power and sample size required for the evaluation of a diagnostic test(-system) (Flahault et al. (2005), ; Dobbin and Simon (2007), ) as well as for a single proportion (Fleiss et al. (2003), ISBN:978-0-471-52629-2; Piegorsch (2004), ; Thulin (2014), ), comparing two negative binomial rates (Zhu and Lakkis (2014), ), ANCOVA (Shieh (2020), ), reference ranges (Jennen-Steinmetz and Wellek (2005), ), and multiple primary endpoints (Sozu et al. (2015), ISBN:978-3-319-22005-5).

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Install

install.packages('MKpower')

Monthly Downloads

650

Version

0.9

License

LGPL-3

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Maintainer

Matthias Kohl

Last Published

April 7th, 2024

Functions in MKpower (0.9)

power.diagnostic.test

Power Calculations for Diagnostic Tests
MKpower-package

Power Analysis and Sample Size Calculation.
hist

Histograms
ssize.pcc

Sample Size Planning for Developing Classifiers Using High Dimensional Data
ssize.propCI

Sample Size Calculation for Confidence Interval of a Proportion
power.hsu.t.test

Power Calculations for Two-sample Hsu t Test
power.mpe.atleast.one

Power for at least One Endpoint with Known Covariance
qqunif

qq-Plots for Uniform Distribution
sim.power.t.test

Monte Carlo Simulations for Empirical Power of Two-sample t-Tests
power.prop1.test

Power Calculations for One-Sample Test for Proportions
power.welch.t.test

Power Calculations for Two-sample Welch t Test
power.nb.test

Power Calculation for Comparing Two Negative Binomial Rates
print.power.mpe.test

Print Methods for Hypothesis Tests, Sample size and Power Calculations
sim.power.wilcox.test

Monte Carlo Simulations for Empirical Power of Wilcoxon-Mann-Whitney Tests
power.mpe.unknown.var

Multiple Co-Primary Endpoints with Unknown Covariance
power.mpe.known.var

Multiple Co-Primary Endpoints with Known Covariance
sim.ssize.wilcox.test

Sample Size for Wilcoxon Rank Sum and Signed Rank Tests
ssize.reference.range

Power Calculations for Two-sample Hsu t Test
volcano

Volcano Plots
power.ancova

Power Calculation for ANCOVA