Package: MultNonParam 1.3.9

MultNonParam: Multivariate Nonparametric Methods

A collection of multivariate nonparametric methods, selected in part to support an MS level course in nonparametric statistical methods. Methods include adjustments for multiple comparisons, implementation of multivariate Mann-Whitney-Wilcoxon testing, inversion of these tests to produce a confidence region, some permutation tests for linear models, and some algorithms for calculating exact probabilities associated with one- and two- stage testing involving Mann-Whitney-Wilcoxon statistics. Supported by grant NSF DMS 1712839. See Kolassa and Seifu (2013) <doi:10.1016/j.acra.2013.03.006>.

Authors:John E. Kolassa [cre], Stephane Jankowski [aut]

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MultNonParam.pdf |MultNonParam.html✨
MultNonParam/json (API)

# Install 'MultNonParam' in R:
install.packages('MultNonParam', repos = c('https://kolassa-dev.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Uses libs:
  • openblas– Optimized BLAS
  • fortran– Runtime library for GNU Fortran applications
Datasets:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.18 score 15 scripts 469 downloads 1 mentions 33 exports 13 dependencies

Last updated 1 years agofrom:5e18ee127c. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 07 2024
R-4.5-win-x86_64OKNov 07 2024
R-4.5-linux-x86_64OKNov 07 2024
R-4.4-win-x86_64OKNov 07 2024
R-4.4-mac-x86_64OKNov 07 2024
R-4.4-mac-aarch64OKNov 07 2024
R-4.3-win-x86_64OKNov 07 2024
R-4.3-mac-x86_64OKNov 07 2024
R-4.3-mac-aarch64OKNov 07 2024

Exports:aov.Pbetatestdconcordantdmannwhitneyecdfcisexactquantilecigenscorestathiggins.fisher.kruskal.testkweffectsizekwpowerkwsamplesizemannwhitney.testmood.median.testnextppage.test.unbalancedpairwiseprobabilitiespconcordantpowerplotprobabilityderivprobestqconcordantsensitivity.plotshiftcrsolvencpsymscorestatterpstra.testterpstrapowertestvetheiltukey.kruskal.testtwosamplesurvpvstwosamplesurvtestsutil.jplot

Dependencies:DBIICSICSNPlatticeMatrixminqamitoolsmvtnormnumDerivRcppRcppArmadillosurveysurvival

Readme and manuals

Help Manual

Help pageTopics
MultNonParamMultNonParam-package MultNonParam
One-way ANOVA using permutation testsaov.P
Permutation test of assicationbetatest
Calculate the probability atom of the count of concordant pairs among indpendent pairs of random variables.dconcordant
Mann Whitney Probability Mass functiondmannwhitney
Confidence Intervals for Empirical Cumulative Distribution Functionsecdfcis
Exact Quantile Confidence Intervalexactquantileci
Normal-theory two sample scorestatistic.genscorestat
Fisher's LSD method applied to the Kruskal-Wallis testhiggins.fisher.kruskal.test
Sample Size for the Kruskal-Wallis test.kweffectsize
Power for the Kruskal-Wallis test.kwpower
Sample Size for the Kruskal-Wallis test.kwsamplesize
Perform the Mann Whitney two-sample testmannwhitney.test
Mood's Median test, extended to odd sample sizes.mood.median.test
Next permutationnextp
Perform Page test for unbalanced two-way designpage.test.unbalanced
Pairwise probabilities of Exceedencepairwiseprobabilities
Calculate the cumulative distribution of the count of concordant pairs among indpendent pairs of random variables.pconcordant
Power Plotpowerplot
Derivative of pairwise probabilities of Exceedenceprobabilityderiv
Stratified Multivariate Kawaguchi Koch Wang Estimatorsprobest
prostateprostate
Calculate the quantiles of the count of concordant pairs among indpendent pairs of random variables.qconcordant
Compare the sensitivity of different statistics.sensitivity.plot
Nonparametric Confidence Region for a Vector Shift Parametershiftcr
Noncentrality Parameter for a Given Level and Powersolvencp
Breast cancer data setsotiriou
Generalization of Wilcoxon signed rank testsymscorestat
Perform the Terpstra version of the multi-ordered-sample testterpstra.test
Power for the nonparametric Terpstra test for an ordered effect.terpstrapower
Diagnosis for multivariate stratified Kawaguchi - Koch - Wang methodtestve
Perform the Theil nonparametric estimation and confidence interval for a slope parameter.theil
Tukey HSD proceduretukey.kruskal.test
Two Sample Omnibus Tests of Survival Curvestwosamplesurvpvs
Two Sample Omnibus Tests of Survival Curvestwosamplesurvtests
Plot a curve, skipping bits where there is a large jump.util.jplot