Package: glober 1.0

Mary E. Savino

glober: Estimating Functions with Multivariate B-Splines

Generalized LassO applied to knot selection in multivariate B-splinE Regression (GLOBER) implements a novel approach for estimating functions in a multivariate nonparametric regression model based on an adaptive knot selection for B-splines using the Generalized Lasso. For further details we refer the reader to the paper Savino, M. E. and Lévy-Leduc, C. (2023), <arxiv:2306.00686>.

Authors:M. E. Savino

glober_1.0.tar.gz
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glober.pdf |glober.html✨
glober/json (API)

# Install 'glober' in R:
install.packages('glober', repos = 'https://cloud.r-project.org')
Datasets:
  • f_1D - Output values of the evaluation of a function with one input variable and defined as a linear combination of B-splines
  • f_2D - Output values of the evaluation of a function with two input variables and defined as a linear combination of a tensor product of univariate B-splines
  • x_1D - Observation vector x of one variable
  • x_2D - Observation matrix x of two variables
  • xpred_1D - Values of the single input variable for which a function has to be estimated
  • xpred_2D - Values of the two input variables for which a function has to be estimated
  • y_1D - Values of the response variable of the noisy observation set of one input variable
  • y_2D - Values of the response variable of the noisy observation set of two input variables

On CRAN:

Conda:

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

2.00 score 154 downloads 2 exports 53 dependencies

Last updated 2 years agofrom:cff67cc614. Checks:1 OK, 2 WARNING. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 21 2025
R-4.5-linuxWARNINGMar 21 2025
R-4.4-linuxWARNINGMar 21 2025

Exports:glober.1dglober.2d

Dependencies:ashbitopscliclustercolorspacecpp11deSolvefansifarverfdafdsFNNgenlassoggplot2gluegtablehdrcdeigraphisobandkernlabKernSmoothkslabelinglatticelifecyclelocfitmagrittrMASSMatrixmclustmgcvmisc3dmulticoolmunsellmvtnormnlmepcaPPpillarpkgconfigplot3DpracmaR6rainbowRColorBrewerRcppRCurlrlangscalestibbleutf8vctrsviridisLitewithr

glober package

Mary E. Savino

Rendered fromGlober.Rmdusingknitr::knitron Mar 21 2025.

Last update: 2023-06-07
Started: 2023-06-07

Citation

To cite package ‘glober’ in publications use:

Savino ME (2023). glober: Estimating Functions with Multivariate B-Splines. R package version 1.0, https://CRAN.R-project.org/package=glober.

ATTENTION: This citation information has been auto-generated from the package DESCRIPTION file and may need manual editing, see ‘help("citation")’.

Corresponding BibTeX entry: 

  @Manual{,
    title = {glober: Estimating Functions with Multivariate B-Splines},
    author = {M. E. Savino},
    year = {2023},
    note = {R package version 1.0},
    url = {https://CRAN.R-project.org/package=glober},
  }