Package: MKpower 0.9

MKpower: Power Analysis and Sample Size Calculation

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), <doi:10.1016/j.jclinepi.2004.12.009>; Dobbin and Simon (2007), <doi:10.1093/biostatistics/kxj036>) as well as for a single proportion (Fleiss et al. (2003), ISBN:978-0-471-52629-2; Piegorsch (2004), <doi:10.1016/j.csda.2003.10.002>; Thulin (2014), <doi:10.1214/14-ejs909>), comparing two negative binomial rates (Zhu and Lakkis (2014), <doi:10.1002/sim.5947>), ANCOVA (Shieh (2020), <doi:10.1007/s11336-019-09692-3>), reference ranges (Jennen-Steinmetz and Wellek (2005), <doi:10.1002/sim.2177>), and multiple primary endpoints (Sozu et al. (2015), ISBN:978-3-319-22005-5).

Authors:Matthias Kohl [aut, cre]

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# Install 'MKpower' in R:

install.packages('MKpower', repos = c('https://stamats.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/stamats/mkpower/issues

On CRAN:

17 exports 7 stars 1.72 score 101 dependencies 29 scripts 426 downloads

Last updated 5 months agofrom:92dfb9ac5b. Checks:OK: 7. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Sep 04 2024
R-4.5-win	OK	Sep 04 2024
R-4.5-linux	OK	Sep 04 2024
R-4.4-win	OK	Sep 04 2024
R-4.4-mac	OK	Sep 04 2024
R-4.3-win	OK	Sep 04 2024
R-4.3-mac	OK	Sep 04 2024

Exports:power.ancova power.diagnostic.test power.hsu.t.test power.mpe.atleast.one power.mpe.known.var power.mpe.unknown.var power.nb.test power.prop1.test power.welch.t.test qqunif sim.power.t.test sim.power.wilcox.test sim.ssize.wilcox.test ssize.pcc ssize.propCI ssize.reference.range volcano

Dependencies:arrangements backports bit bit64 bitops boot broom caTools cli clipr codetools coin colorspace cpp11 crayon DBI DEoptimR doParallel dplyr exactRankTests fansi farver forcats foreach generics ggplot2 glmnet glue gmp gtable haven hms isoband iterators jomo labeling lattice libcoin lifecycle lme4 magrittr MASS Matrix matrixStats matrixTests mgcv mice miceadds minqa mitml mitools MKdescr MKinfer modeltools multcomp munsell mvtnorm nlme nloptr nnet numDeriv opdisDownsampling ordinal pan pbmcapply pillar pkgconfig pracma prettyunits progress purrr qqconf qqplotr R6 RColorBrewer Rcpp RcppArmadillo RcppEigen readr rlang robustbase rpart sandwich scales shape stringi stringr survival TH.data tibble tidyr tidyselect twosamples tzdb ucminf utf8 vctrs viridisLite vroom withr zoo

Package MKpower

Matthias Kohl

Rendered fromMKpower.Rmdusingknitr::rmarkdownon Sep 04 2024.

Last update: 2024-04-05
Started: 2019-08-19

Help page	Topics
Power Analysis and Sample Size Calculation.	MKpower-package MKpower
Histograms	hist hist.sim.power.ttest hist.sim.power.wtest
Power Calculation for ANCOVA	power.ancova
Power Calculations for Diagnostic Tests	power.diagnostic.test
Power Calculations for Two-sample Hsu t Test	power.hsu.t.test
Power for at least One Endpoint with Known Covariance	power.mpe.atleast.one
Multiple Co-Primary Endpoints with Known Covariance	power.mpe.known.var
Multiple Co-Primary Endpoints with Unknown Covariance	power.mpe.unknown.var
Power Calculation for Comparing Two Negative Binomial Rates	power.nb.test
Power Calculations for One-Sample Test for Proportions	power.prop1.test
Power Calculations for Two-sample Welch t Test	power.welch.t.test
Print Methods for Hypothesis Tests, Sample size and Power Calculations	print.power.mpe.test
qq-Plots for Uniform Distribution	qqunif qqunif.default qqunif.sim.power.ttest qqunif.sim.power.wtest
Monte Carlo Simulations for Empirical Power of Two-sample t-Tests	sim.power.t.test
Monte Carlo Simulations for Empirical Power of Wilcoxon-Mann-Whitney Tests	sim.power.wilcox.test
Sample Size for Wilcoxon Rank Sum and Signed Rank Tests	sim.ssize.wilcox.test
Sample Size Planning for Developing Classifiers Using High Dimensional Data	ssize.pcc
Sample Size Calculation for Confidence Interval of a Proportion	ssize.propCI
Power Calculations for Two-sample Hsu t Test	ssize.reference.range
Volcano Plots	volcano volcano.sim.power.ttest volcano.sim.power.wtest

Package: MKpower 0.9

MKpower: Power Analysis and Sample Size Calculation

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