Package: LearnNonparam 1.2.5

LearnNonparam: 'R6'-Based Flexible Framework for Permutation Tests

Implements non-parametric tests from Higgins (2004, ISBN:0534387756), including tests for one sample, two samples, k samples, paired comparisons, blocked designs, trends and association. Built with 'Rcpp' for efficiency and 'R6' for flexible, object-oriented design, the package provides a unified framework for performing or creating custom permutation tests.

Authors:Yan Du [aut, cre]

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LearnNonparam.pdf |LearnNonparam.html✨
LearnNonparam/json (API)
NEWS

# Install 'LearnNonparam' in R:

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

Bug tracker:https://github.com/qddyy/learnnonparam/issues

Uses libs:

c++– GNU Standard C++ Library v3

Datasets:

Table1.1.1 - Sodium Contents
Table1.2.1 - Cycles Until Failure
Table2.1.1 - Test Scores
Table2.3.1 - Runoff Minutes
Table2.6.1 - Hours Until Recharge
Table2.6.2 - Cerium Amounts
Table2.8.1 - Ounces Of Beverage
Table3.1.2 - Normal Samples
Table3.2.2 - Logarithms of Bacteria Counts
Table3.2.3 - Saltiness Scores
Table3.3.1 - Percentages of Clay
Table3.4.1 - Phosphorus Contents
Table4.1.1 - Caloric Intake
Table4.1.3 - Cholesterol Reduction
Table4.4.3 - Yield Data
Table4.5.3 - Randomized Complete Block with Ties
Table5.1.2 - Heterophils and Lymphocytes
Table5.2.2 - Scores of Projects
Table5.4.2 - Satisfaction with Pain-Relief Treatment

On CRAN:

hypothesis-test nonparametric-statistics permutation-test

5.07 score 6 stars 2 scripts 264 downloads 24 exports 2 dependencies

Last updated 2 days agofrom:714fdb45e6. Checks:OK: 9. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Nov 20 2024
R-4.5-win-x86_64	OK	Nov 20 2024
R-4.5-linux-x86_64	OK	Nov 20 2024
R-4.4-win-x86_64	OK	Nov 20 2024
R-4.4-mac-x86_64	OK	Nov 20 2024
R-4.4-mac-aarch64	OK	Nov 20 2024
R-4.3-win-x86_64	OK	Nov 20 2024
R-4.3-mac-x86_64	OK	Nov 20 2024
R-4.3-mac-aarch64	OK	Nov 20 2024

Exports:AnsariBradley CDF ChiSquare ContingencyTableTest Correlation define_pmt Difference Friedman JonckheereTerpstra KolmogorovSmirnov KruskalWallis OneWay Page PairedDifference pmt pmts Quantile RatioMeanDeviance RCBDOneWay ScoreSum SiegelTukey Sign Studentized Wilcoxon

Dependencies:R6 Rcpp

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Ansari-Bradley Test	AnsariBradley twosample.ansari
Inference on Cumulative Distribution Function	CDF onesample.cdf
Chi-Square Test on Contingency Table	ChiSquare table.chisq
ContingencyTableTest Class	class.table ContingencyTableTest
Test for Association Between Paired Samples	association.corr Correlation
Two-Sample Test Based on Mean or Median	Difference twosample.difference
Friedman Test	Friedman rcbd.friedman
Jonckheere-Terpstra Test	JonckheereTerpstra ksample.jt
Two-Sample Kolmogorov-Smirnov Test	KolmogorovSmirnov twosample.ks
Kruskal-Wallis Test	KruskalWallis ksample.kw
KSampleTest Class	class.ksample KSampleTest
MultipleComparison Class	class.multcomp MultipleComparison
OneSampleTest Class	class.onesample OneSampleTest
One-Way Test for Equal Means	ksample.oneway OneWay
Page Test	Page rcbd.page
Paired Comparison Based on Differences	paired.difference PairedDifference
PermuTest Class	class.pmt PermuTest
Syntactic Sugar for Object Construction	define_pmt pmt pmts
Quantile Test	onesample.quantile Quantile
Ratio Mean Deviance Test	RatioMeanDeviance twosample.rmd
One-Way Test for Equal Means in RCBD	rcbd.oneway RCBDOneWay
RCBDTest Class	class.rcbd RCBDTest
Two-Sample Test Based on Sum of Scores	ScoreSum twosample.scoresum
Siegel-Tukey Test	SiegelTukey twosample.siegel
Two-Sample Sign Test	paired.sign Sign
Multiple Comparison Based on Studentized Statistic	multcomp.studentized Studentized
Sodium Contents	Table1.1.1
Cycles Until Failure	Table1.2.1
Test Scores	Table2.1.1
Runoff Minutes	Table2.3.1
Hours Until Recharge	Table2.6.1
Cerium Amounts	Table2.6.2
Ounces Of Beverage	Table2.8.1
Normal Samples	Table3.1.2
Logarithms of Bacteria Counts	Table3.2.2
Saltiness Scores	Table3.2.3
Percentages of Clay	Table3.3.1
Phosphorus Contents	Table3.4.1
Caloric Intake	Table4.1.1
Cholesterol Reduction	Table4.1.3
Yield Data	Table4.4.3
Randomized Complete Block with Ties	Table4.5.3
Heterophils and Lymphocytes	Table5.1.2
Scores of Projects	Table5.2.2
Satisfaction with Pain-Relief Treatment	Table5.4.2
TwoSampleAssociationTest Class	class.association TwoSampleAssociationTest
TwoSampleLocationTest Class	class.twosample.location TwoSampleLocationTest
TwoSamplePairedTest Class	class.paired TwoSamplePairedTest
TwoSampleTest Class	class.twosample TwoSampleTest
Two-Sample Wilcoxon Test	twosample.wilcoxon Wilcoxon