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.

Author
Nicholas Tarabelloni [aut, cre], Ana Arribas-Gil [aut], Francesca Ieva [aut], Anna Maria Paganoni [aut], Juan Romo [aut]
Date of publication
2016-07-06 23:32:40
Maintainer
Nicholas Tarabelloni <nicholas.tarabelloni@polimi.it>
License
GPL-3
Version
1.2

View on CRAN

Man pages

area_ordered
Area-under-curve order relation between univariate functional...
area_under_curve
Area under curve of elements of univariate functional data
as.mfData
Converting object to 'mfData' class
BD
Band Depth for univariate functional data
BD_relative
Relative Band Depth of functions in a univariate functional...
cor_kendall
Kendall's tau correlation coefficient for bivariate...
cor_spearman
Spearman's correlation coefficient for bivariate functional...
cov_fun
Covariance function for functional data
EI
Epigraph Index of univariate functional dataset
exp_cov_function
Exponential covariance function over a grid
fbplot
Functional boxplot of univariate and multivariate functional...
fData
'S3' Class for univariate functional datasets.
fDColorPalette
A set of fancy color to plot functional datasets
generate_gauss_fdata
Generation of gaussian univariate functional data
generate_gauss_mfdata
Generation of gaussian multivariate functional data
HI
Hypograph Index of univariate functional dataset
HRD
Half-Region Depth for univariate functional data
maxima
Maxima of a univariate functional dataset
max_ordered
Maximum order relation between univariate functional data
MBD
Modified Band Depth for univariate functional data
MBD_relative
Relative Modified Band Depth of functions in a univariate...
mean.fData
Cross-sectional mean of of a fData object.
mean.mfData
Cross-sectional mean of of a mfData object.
median_fData
Median of a univariate functional dataset
median_mfData
Median of a multivariate functional dataset
MEI
Modified Epigraph Index of univariate functional dataset
mfData
'S3' class for multivariate functional datasets
MHI
Modified Hypograph Index of univariate functional dataset
MHRD
Modified Half-Region Depth for univariate functional data
minima
Minima of a univariate functional dataset
multiMBD
(Modified) Band Depth for multivariate functional data
outliergram
Outliergram for univariate functional datasets
plot.Cov
Specialised method to plot 'Cov' objects
plot.fData
Specialised method to plot 'fData' objects
plot.mfData
Specialised method to plot 'mfData' objects
plus-.fData
Operator '+' and '-' for 'fData' objects
roahd
roahd: RObust Analysis for High dimensional Data.
set_alpha
Function to setup alpha value for a set of colours
sub-.fData
Operator 'sub-.fData' to subset 'fData' obejcts
times-.fData
Operator '*' and '/' for 'fData' objects
toListOfValues
Manipulation of 'mfData' list of values
toRowMatrixForm
Conversion of vector/array/matrix to row-matrix form
unfold
Unfolding a univariate functional dataset
warp
Warp elements of a univariate functional dataset

Files in this package

roahd
roahd/inst
roahd/inst/doc
roahd/inst/doc/Roahd.html
roahd/inst/doc/Roahd.Rmd
roahd/tests
roahd/tests/testthat.R
roahd/tests/testthat
roahd/tests/testthat/Rplots.pdf
roahd/tests/testthat/test_restyling.R
roahd/tests/testthat/test_fbplot.R
roahd/tests/testthat/test_MBD_with_tied_data.R
roahd/tests/testthat/test_HI_and_MHI.R
roahd/tests/testthat/test_HRD_and_MHRD.R
roahd/tests/testthat/test_EI_and_MEI.R
roahd/tests/testthat/test_simulation.R
roahd/tests/testthat/test_multiMBD.R
roahd/tests/testthat/test_MBD_relative.R
roahd/tests/testthat/test_BD.R
roahd/tests/testthat/test_BD_relative.R
roahd/tests/testthat/test_fData.R
roahd/tests/testthat/test_correlation.R
roahd/tests/testthat/test_outliergram.R
roahd/NAMESPACE
roahd/NEWS.md
roahd/R
roahd/R/utils.R
roahd/R/fData.R
roahd/R/simulation.R
roahd/R/roahd.R
roahd/R/outliergram.R
roahd/R/fbplot.R
roahd/R/BandDepths.R
roahd/R/Indexes.R
roahd/R/multivariate_depths.R
roahd/R/correlation.R
roahd/vignettes
roahd/vignettes/references.bib
roahd/vignettes/Roahd.Rmd
roahd/README.md
roahd/MD5
roahd/build
roahd/build/vignette.rds
roahd/DESCRIPTION
roahd/man
roahd/man/toListOfValues.Rd
roahd/man/fDColorPalette.Rd
roahd/man/EI.Rd
roahd/man/MHI.Rd
roahd/man/exp_cov_function.Rd
roahd/man/toRowMatrixForm.Rd
roahd/man/set_alpha.Rd
roahd/man/fbplot.Rd
roahd/man/median_fData.Rd
roahd/man/MBD.Rd
roahd/man/plot.mfData.Rd
roahd/man/HI.Rd
roahd/man/generate_gauss_fdata.Rd
roahd/man/plot.fData.Rd
roahd/man/MHRD.Rd
roahd/man/maxima.Rd
roahd/man/plus-.fData.Rd
roahd/man/as.mfData.Rd
roahd/man/max_ordered.Rd
roahd/man/fData.Rd
roahd/man/MEI.Rd
roahd/man/mean.fData.Rd
roahd/man/cor_spearman.Rd
roahd/man/unfold.Rd
roahd/man/times-.fData.Rd
roahd/man/plot.Cov.Rd
roahd/man/BD.Rd
roahd/man/cov_fun.Rd
roahd/man/outliergram.Rd
roahd/man/HRD.Rd
roahd/man/median_mfData.Rd
roahd/man/MBD_relative.Rd
roahd/man/area_under_curve.Rd
roahd/man/sub-.fData.Rd
roahd/man/cor_kendall.Rd
roahd/man/minima.Rd
roahd/man/BD_relative.Rd
roahd/man/multiMBD.Rd
roahd/man/area_ordered.Rd
roahd/man/warp.Rd
roahd/man/generate_gauss_mfdata.Rd
roahd/man/mean.mfData.Rd
roahd/man/roahd.Rd
roahd/man/mfData.Rd