Package: robflreg 1.2

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. More details, see Beyaztas, U., and Shang, H. L. (2021) <arxiv:2111.01238> and Beyaztas, U., and Shang, H. L. (2022) <arxiv:2203.05065>.

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

robflreg_1.2.tar.gz
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robflreg_1.2.tgz(r-4.5-any)robflreg_1.2.tgz(r-4.4-any)robflreg_1.2.tgz(r-4.3-any)
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robflreg.pdf |robflreg.html✨
robflreg/json (API)

# Install 'robflreg' in R:

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

Datasets:

MaryRiverFlow - Hourly River Flow Measurements in the Mery River

On CRAN:

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

1.00 score 8 scripts 153 downloads 13 exports 73 dependencies

Last updated 1 years agofrom:f1172bdcfe. Checks:9 OK. Indexed: yes.

Target	Result	Latest binary
Doc / Vignettes	OK	Mar 31 2025
R-4.5-win	OK	Mar 31 2025
R-4.5-mac	OK	Mar 31 2025
R-4.5-linux	OK	Mar 31 2025
R-4.4-win	OK	Mar 31 2025
R-4.4-mac	OK	Mar 31 2025
R-4.4-linux	OK	Mar 31 2025
R-4.3-win	OK	Mar 31 2025
R-4.3-mac	OK	Mar 31 2025

Exports:generate.ff.data generate.sf.data get.ff.coeffs get.sf.coeffs getPCA getPCA.test plot_ff_coeffs plot_sf_coeffs predict_ff_regression predict_sf_regression rob.ff.reg rob.out.detect rob.sf.reg

Dependencies:ash bitops cli cluster codetools colorspace DEoptimR deSolve doParallel dotCall64 evaluate expm fansi farver fda fda.usc fds fields FNN foreach ggplot2 glmnet glue goffda gtable hdrcde highr isoband iterators kernlab KernSmooth knitr ks kSamples labeling lattice lifecycle locfit magrittr maps MASS Matrix mclust mgcv multicool munsell mvtnorm nlme pcaPP pillar pkgconfig pracma R6 rainbow RColorBrewer Rcpp RcppArmadillo RcppEigen RCurl rlang robustbase scales shape spam SuppDists survival tibble utf8 vctrs viridisLite withr xfun yaml

Citation

Readme and manuals

Help Manual

Help page	Topics
Robust function-on-function regression	robflreg-package robflreg
Generate functional data for the function-on-function regression model	generate.ff.data
Generate functional data for the scalar-on-function regression model	generate.sf.data
Get the estimated bivariate regression coefficient functions for function-on-function regression model	get.ff.coeffs
Get the estimated regression coefficient functions for scalar-on-function regression model	get.sf.coeffs
Functional principal component analysis	getPCA
Get the functional principal component scores for a given test sample	getPCA.test
Hourly River Flow Measurements in the Mery River	MaryRiverFlow
Image plot of bivariate regression coefficient functions of a function-on-function regression model	plot_ff_coeffs
Plot of regression coefficient functions of a scalar-on-function regression model	plot_sf_coeffs
Prediction for a function-on-function regression model	predict_ff_regression
Prediction for a scalar-on-function regression model	predict_sf_regression
Robust function-on-function regression	rob.ff.reg
Outlier detection in the functional response	rob.out.detect
Robust scalar-on-function regression	rob.sf.reg

Package: robflreg 1.2

robflreg: Robust Functional Linear Regression

Citation

Readme and manuals

Help Manual

Usage by other packages (reverse dependencies)