Package: fdatest 2.1.1

Aymeric Stamm

fdatest: Interval Wise Testing for Functional Data

Implementation of local inferential (domain-selection) procedures for functional data in different frameworks (one- and two-sample tests, ANOVA, linear models). The current version of the package requires functional data evaluated on a common uniform grid or objects of class 'fd' as produced by the 'fda' package and provides the adjusted and unadjusted p-value functions based on nonparametric local tests. The package provides tools for visualization: (i) the p-value heatmap, the plot of the p-value functions and the plot of the functional data.

Authors:Alessia Pini [aut], Aymeric Stamm [ctb, cre], Simone Vantini [aut]

fdatest_2.1.1.tar.gz
fdatest_2.1.1.zip(r-4.7)fdatest_2.1.1.zip(r-4.6)fdatest_2.1.1.zip(r-4.5)
fdatest_2.1.1.tgz(r-4.6-x86_64)fdatest_2.1.1.tgz(r-4.6-arm64)fdatest_2.1.1.tgz(r-4.5-x86_64)fdatest_2.1.1.tgz(r-4.5-arm64)
fdatest_2.1.1.tar.gz(r-4.7-arm64)fdatest_2.1.1.tar.gz(r-4.7-x86_64)fdatest_2.1.1.tar.gz(r-4.6-arm64)fdatest_2.1.1.tar.gz(r-4.6-x86_64)
fdatest_2.1.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
fdatest/json (API)

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

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

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

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:
  • NASAtemp - NASA daily temperatures data set

On CRAN:

Conda:

cpp

4.81 score 3 packages 48 scripts 351 downloads 37 exports 46 dependencies

Last updated from:67bb41c4d8. Checks:13 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK258
linux-devel-x86_64OK250
source / vignettesOK173
linux-release-arm64OK261
linux-release-x86_64OK220
macos-release-arm64OK259
macos-release-x86_64OK440
macos-oldrel-arm64OK208
macos-oldrel-x86_64OK541
windows-develOK238
windows-releaseOK261
windows-oldrelOK286
wasm-releaseOK117

Exports:fdr2FDR2functional_anova_testfunctional_lm_testfunctional_one_sample_testfunctional_two_sample_testglobal_aovglobal_lmglobal2Global2GlobalaovGloballmITP1bsplineITP1fourierITP2bsplineITP2fourierITP2pafourierITPaovbsplineITPimageITPlmbsplineiwt_aoviwt_lmiwt1IWT1iwt2IWT2IWTaovIWTimageIWTlmpct2PCT2twt_aovtwt_lmtwt2TWT2TWTaovTWTlm

Dependencies:ashbitopscliclustercolorspacecpp11deSolvefarverfdafdsFNNggplot2gluegtablehdrcdeisobandkernlabKernSmoothkslabelinglatticelifecyclelocfitMASSMatrixmclustmgcvmiraimulticoolmvtnormnanonextnlmepatchworkpcaPPpracmaR6rainbowRColorBrewerRcppRCurlrlangS7scalesvctrsviridisLitewithr

Readme and manuals

Help Manual

Help pageTopics
Two population functional Benjamini-Hochberg procedureFDR2 fdr2
Local testing procedures for the functional analysis of variancefunctional_anova_test
Local testing procedures for functional-on-scalar linear modelsfunctional_lm_test
Local testing procedures for the functional one-sample testfunctional_one_sample_test
Local testing procedures for the functional two-sample testfunctional_two_sample_test
Global testing procedure for testing functional analysis of varianceGlobalaov global_aov
Two population Global Testing procedureGlobal2 global2
Global testing procedure for testing functional-on-scalar linear modelsGloballm global_lm
One population Interval Wise Testing procedureITP1bspline ITP1fourier IWT1 iwt1
Two population Interval Wise Testing procedureITP2bspline ITP2fourier ITP2pafourier IWT2 iwt2
Interval Testing Procedure for testing unctional analysis of variance with B-spline basisITPaovbspline
Heatmap plot of the Interval Testing Procedure resultsITPimage
Interval Testing Procedure for testing Functional-on-Scalar Linear Models with B-spline basisITPlmbspline
Interval Wise Testing procedure for testing functional analysis of varianceIWTaov iwt_aov
Heatmap plot of the Interval Wise Testing Procedure resultsIWTimage
Interval-wise testing procedure for testing functional-on-scalar linear modelsIWTlm iwt_lm
NASA daily temperatures data setNASAtemp
Two population Partition Closed Testing procedurePCT2 pct2
Plot for Functional ANOVA Test Resultsautoplot.faov plot.faov
Plot for Functional Linear Model Test Resultsautoplot.flm plot.flm
Plot for Functional One-Sample Test Resultsautoplot.fos plot.fos plot.IWT1
Plot for Functional Two-Sample Test Resultsautoplot.fts plot.fts
Summarizing Functional Analysis of Variance Fitssummary.faov
Summarizing Functional Linear Model Fitssummary.flm
Two population Threshold Wise Testing procedureTWT2 twt2
Threshold Wise Testing procedure for testing functional analysis of varianceTWTaov twt_aov
Threshold-wise testing procedure for testing functional-on-scalar linear modelsTWTlm twt_lm