Package: roahd 1.4.3.9000

roahd: Robust Analysis of High Dimensional Data

A collection of methods for the robust analysis of univariate and multivariate functional data, possibly in high-dimensional cases, and hence with attention to computational efficiency and simplicity of use. See the R Journal publication of Ieva et al. (2019) <doi:10.32614/RJ-2019-032> for an in-depth presentation of the 'roahd' package. See Aleman-Gomez et al. (2021) <arxiv:2103.08874> for details about the concept of depthgram.

Authors:Nicholas Tarabelloni [aut], Ana Arribas-Gil [aut], Francesca Ieva [aut], Anna Maria Paganoni [aut], Juan Romo [aut], Francesco Palma [ctb], Aymeric Stamm [ctb, cre], Antonio Elias-Fernandez [ctb]

roahd_1.4.3.9000.tar.gz
roahd_1.4.3.9000.zip(r-4.7)roahd_1.4.3.9000.zip(r-4.6)roahd_1.4.3.9000.zip(r-4.5)
roahd_1.4.3.9000.tgz(r-4.6-any)roahd_1.4.3.9000.tgz(r-4.5-any)
roahd_1.4.3.9000.tar.gz(r-4.7-any)roahd_1.4.3.9000.tar.gz(r-4.6-any)
roahd_1.4.3.9000.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
roahd/json (API)

# Install 'roahd' in R:

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

Bug tracker:https://github.com/astamm/roahd/issues

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

Datasets:

mfD_healthy - ECG trace of healthy subjects
mfD_LBBB - ECG trace of subjects suffering from Left-Bundle-Branch-Block

On CRAN:

6.52 score 3 stars 2 packages 183 scripts 333 downloads 47 exports 66 dependencies

Last updated from:613a776ad0. Checks:7 NOTE, 2 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	NOTE	185
source / vignettes	OK	227
linux-release-x86_64	NOTE	162
macos-release-arm64	NOTE	134
macos-oldrel-arm64	NOTE	139
windows-devel	NOTE	135
windows-release	NOTE	129
windows-oldrel	NOTE	132
wasm-release	OK	140

Exports:%>%append_fData append_mfData area_ordered area_under_curve as.mfData BCIntervalSpearman BCIntervalSpearmanMultivariate BD BD_relative BTestSpearman cor_kendall cor_spearman cor_spearman_accuracy cov_fun depthgram EI exp_cov_function fbplot fData fDColorPalette generate_gauss_fdata generate_gauss_mfdata HI HRD max_ordered maxima MBD MBD_relative median_fData median_mfData MEI mfData MHI MHRD minima multiBD multiMBD multiMEI multiMHI multivariate_outliergram outliergram set_alpha toListOfValues toRowMatrixForm unfold warp

Dependencies:askpass base64enc bslib cachem cli cpp11 crosstalk curl data.table DEoptimR digest dplyr evaluate farver fastmap fontawesome fs generics ggplot2 glue gtable highr htmltools htmlwidgets httr isoband jquerylib jsonlite knitr labeling later lazyeval lifecycle magrittr memoise mime openssl otel pillar pkgconfig plotly promises purrr R6 rappdirs RColorBrewer Rcpp rlang rmarkdown robustbase S7 sass scales stringi stringr sys tibble tidyr tidyselect tinytex utf8 vctrs viridisLite withr xfun yaml

roahd

Rendered fromroahd.Rmdusingknitr::rmarkdown_notangle

Last update: 2022-01-31
Started: 2022-01-31

Help page	Topics
Append two compatible univariate functional datasets	append_fData
Append two compatible multivariate functional datasets	append_mfData
Area-under-curve order relation between univariate functional data	area_ordered
Area under curve of elements of univariate functional data	area_under_curve
Converting object to 'mfData' class	as.mfData as.mfData.list
Bootstrap Confidence Interval on Spearman's Correlation Coefficient between Univariate Functional Datasets	BCIntervalSpearman
Bootstrap Confidence Interval on Spearman's Correlation Coefficient of a Multivariate Functional Dataset	BCIntervalSpearmanMultivariate
Band Depth for univariate functional data	BD BD.default BD.fData
Relative Band Depth of functions in a univariate functional dataset	BD_relative BD_relative.default BD_relative.fData
Bootstrap Hypothesis Test on Spearman Correlation Coefficients for Multivariate Functional Data	BTestSpearman
Kendall's tau correlation coefficient for bivariate functional data	cor_kendall
Spearman's correlation coefficient for multivariate functional data	cor_spearman
Bootstrap Spearman's correlation coefficient for multivariate functional data	cor_spearman_accuracy
Covariance function for functional data	cov_fun cov_fun.fData cov_fun.mfData
Depthgram for univariate and multivariate functional data sets	depthgram depthgram.default depthgram.fData depthgram.mfData
Epigraph Index of univariate functional dataset	EI EI.default EI.fData
Exponential covariance function over a grid	exp_cov_function
Functional boxplot of univariate and multivariate functional data	fbplot fbplot.fData fbplot.mfData
'S3' Class for univariate functional datasets.	fData
A set of fancy color to plot functional datasets	fDColorPalette
Generation of gaussian univariate functional data	generate_gauss_fdata
Generation of gaussian multivariate functional data	generate_gauss_mfdata
Hypograph Index of univariate functional dataset	HI HI.default HI.fData
Half-Region Depth for univariate functional data	HRD HRD.default HRD.fData
Maximum order relation between univariate functional data	max_ordered
Maxima of a univariate functional dataset	maxima
Modified Band Depth for univariate functional data	MBD MBD.default MBD.fData
Relative Modified Band Depth of functions in a univariate functional dataset	MBD_relative MBD_relative.default MBD_relative.fData
Cross-sectional mean of of a fData object.	mean.fData
Cross-sectional mean of of a mfData object.	mean.mfData
Median of a univariate functional dataset	median_fData
Median of a multivariate functional dataset	median_mfData
Modified Epigraph Index of univariate functional dataset	MEI MEI.default MEI.fData
ECG trace of healthy subjects	mfD_healthy
ECG trace of subjects suffering from Left-Bundle-Branch-Block (LBBB)	mfD_LBBB
'S3' class for multivariate functional datasets	mfData
Modified Hypograph Index of univariate functional dataset	MHI MHI.default MHI.fData
Modified Half-Region Depth for univariate functional data	MHRD MHRD.default MHRD.fData
Minima of a univariate functional dataset	minima
(Modified) Band Depth for multivariate functional data	multiBD multiBD.default multiBD.mfData multiMBD multiMBD.default multiMBD.mfData
Modified Epigraph Index for multivariate functional data	multiMEI multiMEI.default multiMEI.mfData
Modified Hypograph Index for multivariate functional data	multiMHI multiMHI.default multiMHI.mfData
Outliergram for multivariate functional datasets	multivariate_outliergram
Outliergram for univariate functional data sets	outliergram
Specialized method to plot 'Cov' objects	plot.Cov
Specialized method to plot 'depthgram' objects	plot.depthgram
Specialized method to plot 'fData' objects	plot.fData
Specialized method to plot 'mfData' objects	plot.mfData
Operator '+' and '-' for 'fData' objects	+.fData -.fData plus-.fData
Function to setup alpha value for a set of colors	set_alpha
Operator 'sub-.fData' to subset 'fData' objects	sub-.fData [.fData
Operator 'sub-.mfData' to subset 'mfData' objects	sub-.mfData [.mfData
Operator '*' and '/' for 'fData' objects	*.fData /.fData times-.fData
Manipulation of 'mfData' list of values	toListOfValues
Conversion of vector/array/matrix to row-matrix form	toRowMatrixForm
Unfolding a univariate functional dataset	unfold
Warp elements of a univariate functional dataset	warp

Package: roahd 1.4.3.9000

roahd: Robust Analysis of High Dimensional Data

Citation

Development and contributors

Readme and manuals

Help Manual

Usage by other packages (reverse dependencies)