Package: flipr 0.3.3.9000

Aymeric Stamm

flipr: Flexible Inference via Permutations in R

A flexible permutation framework for making inference such as point estimation, confidence intervals or hypothesis testing, on any kind of data, be it univariate, multivariate, or more complex such as network-valued data, topological data, functional data or density-valued data.

Authors:Alessia Pini [aut], Aymeric Stamm [aut, cre], Simone Vantini [aut], Juliette Chiapello [ctb], Manon Simonot [ctb]

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manual.pdf |manual.html
DESCRIPTION |NEWS
card.svg |card.png
flipr/json (API)

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

Bug tracker:https://github.com/permaverse/flipr/issues

Pkgdown/docs site:https://permaverse.github.io

Uses libs:
  • c++– GNU Standard C++ Library v3

On CRAN:

Conda:

quartocpp

7.10 score 6 stars 2 packages 58 scripts 357 downloads 28 exports 63 dependencies

Last updated from:da06467066. Checks:13 OK. Indexed: yes.

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source / vignettesOK266
linux-release-arm64OK194
linux-release-x86_64OK220
macos-release-arm64OK158
macos-release-x86_64OK301
macos-oldrel-arm64OK259
macos-oldrel-x86_64OK340
windows-develOK149
windows-releaseOK161
windows-oldrelOK149
wasm-releaseOK178

Exports:%>%anova_testgrid_biregularone_sample_testPlausibilityFunctionplot_pfstat_anova_fstat_anova_f_ipstat_bg_ipstat_bsstat_cq_ipstat_dom_ipstat_energy_ipstat_fstat_f_ipstat_fisherstat_fisher_ipstat_hotellingstat_maxstat_meanstat_mod_ipstat_studentstat_student_ipstat_tstat_t_ipstat_welchtwo_sample_testuse_stat

Dependencies:askpassclicliprcodetoolscpp11crayoncredentialscurldescdialsDiceDesigndigestdplyrfarverfsfurrrfuturegenericsgertggplot2gitcredsglobalsgluegtablehardhathttr2iniisobandjsonlitelabelinglifecyclelistenvmagrittropenssloptimParallelparallellypillarpkgconfigprogressrpurrrR6rappdirsRColorBrewerRcpprgenoudrlangrprojrootrstudioapiS7scalessfdsparsevctrssystibbletidyselectusethisutf8vctrsviridisLitewhiskerwithryamlzip

A tour of permutation inference
Generation of the toy example | The plausibility function | Null specification | Test statistics | Statistic assignments | Instantiation of the plausibility function | Application to the toy example | Scenario A | Scenario B | Scenario C | Inferential tasks via the plausibility function | Point estimation | Confidence intervals | Hypothesis tests | References

Last update: 2025-03-19
Started: 2025-03-03

Computing plausibility functions
Plausibility function for the mean | Plausibility function for the variance | Plausibility function for both mean and variance | References

Last update: 2025-03-19
Started: 2025-03-03

On the exactness of permutation tests
Traditional formulation of a statistical test | The two-sample problem in a permutational framework | Permutation p-value as an unbiased estimator of $p_\infty$ | Permutation p-value as the tail probability of a resampling distribution | Comparison by empirical evidence | References

Last update: 2025-03-19
Started: 2025-03-03

Parallel processing
Computation without parallel processing | Computation with parallel processing

Last update: 2025-03-19
Started: 2025-03-03

Performing ANOVA
Plausibility function for 1-ANOVA 🐓 | Plausibility function for 2-ANOVA 🌸 | $$H_0: \begin | \begin | Conclusion

Last update: 2025-03-19
Started: 2025-03-03

The alternative hypothesis in permutation testing
Traditional NHST | Permutation NHST | Non-Parametric Combination | References

Last update: 2025-03-03
Started: 2025-03-03

Readme and manuals

Help Manual

Help pageTopics
(M)ANOVA Permutation Testanova_test
Test Statistics for the (M)ANOVA Problemanova-stats stat_anova_f stat_anova_f_ip
Create a biregular grid around a center pointgrid_biregular
One-Sample Permutation Testone_sample_test
Test Statistics for the One-Sample Problemone-sample-stats stat_max
R6 Class representing a plausibility functionPlausibilityFunction
Visualization of Plausibility Functionsplot_pf
Two-Sample Permutation Testtwo_sample_test
Test Statistics for the Two-Sample Problemstat_bg_ip stat_bs stat_cq_ip stat_dom_ip stat_energy_ip stat_f stat_fisher stat_fisher_ip stat_f_ip stat_hotelling stat_mean stat_mod_ip stat_student stat_student_ip stat_t stat_t_ip stat_welch two-sample-stats
Test Statistic Templateuse_stat