Package: robflreg 1.3

robflreg: Robust Functional Linear Regression

Functions for implementing robust methods for functional linear regression. In the functional linear regression, we consider scalar-on-function linear regression and function-on-function linear regression.

Authors:Ufuk Beyaztas [aut, cre, cph], Han Lin Shang [aut]

robflreg_1.3.tar.gz
robflreg_1.3.zip(r-4.7)robflreg_1.3.zip(r-4.6)robflreg_1.3.zip(r-4.5)
robflreg_1.3.tgz(r-4.6-any)robflreg_1.3.tgz(r-4.5-any)
robflreg_1.3.tar.gz(r-4.7-any)robflreg_1.3.tar.gz(r-4.6-any)
robflreg_1.3.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
robflreg/json (API)

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

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 9 scripts 232 downloads 19 exports 72 dependencies

Last updated from:64a7b53ef3. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK205
source / vignettesOK160
linux-release-x86_64OK170
macos-release-arm64OK165
macos-oldrel-arm64OK153
windows-develOK135
windows-releaseOK150
windows-oldrelOK158
wasm-releaseOK124

Exports:fpqrfpqr_dgpgenerate.ff.datagenerate.sf.dataget.ff.coeffsget.sf.coeffsgetPCAgetPCA.testplot_ff_coeffsplot_sf_coeffspredict_ff_regressionpredict_fpqrpredict_sf_regressionpredict_sffr2SLSrob.ff.regrob.out.detectrob.sf.regsff_dgpsffr_pen2SLS

Dependencies:ashbitopscliclustercodetoolscolorspacecpp11cvToolsDEoptimRdeSolvedoParalleldotCall64evaluateexpmfarverfdafda.uscfdsfieldsFNNforeachggplot2glmnetgluegoffdagtablehdrcdehighrisobanditeratorskernlabKernSmoothknitrkskSampleslabelinglatticelifecyclelocfitmapsMASSMatrixMatrixModelsmclustmgcvmulticoolmvtnormnlmepcaPPpracmaquantregR6rainbowRColorBrewerRcppRcppArmadilloRcppEigenRCurlrlangrobustbaseS7scalesshapespamSparseMSuppDistssurvivalvctrsviridisLitewithrxfunyaml

Readme and manuals

Help Manual

Help pageTopics
Robust function-on-function regressionrobflreg-package robflreg
Function-on-function partial quantile regressionfpqr
Generate a dataset for the function-on-function regression modelfpqr_dgp
Generate functional data for the function-on-function regression modelgenerate.ff.data
Generate functional data for the scalar-on-function regression modelgenerate.sf.data
Get the estimated bivariate regression coefficient functions for function-on-function regression modelget.ff.coeffs
Get the estimated regression coefficient functions for scalar-on-function regression modelget.sf.coeffs
Functional principal component analysisgetPCA
Get the functional principal component scores for a given test samplegetPCA.test
Hourly River Flow Measurements in the Mery RiverMaryRiverFlow
Image plot of bivariate regression coefficient functions of a function-on-function regression modelplot_ff_coeffs
Plot of regression coefficient functions of a scalar-on-function regression modelplot_sf_coeffs
Prediction for a function-on-function regression modelpredict_ff_regression
Prediction for a function-on-function linear quantile regression model based on functional partial quantile regressionpredict_fpqr
Prediction for a scalar-on-function regression modelpredict_sf_regression
Out-of-sample prediction for Penalised Spatial FoFR modelspredict_sffr2SLS
Robust function-on-function regressionrob.ff.reg
Outlier detection in the functional responserob.out.detect
Robust scalar-on-function regressionrob.sf.reg
Simulate data from a Spatial Function-on-Function Regression modelsff_dgp
Penalised Spatial Two-Stage Least Squares for SFoFRsffr_pen2SLS