Introduction | Estimation of $f$ in the one-dimensional case ($d=1$) | Description of the dataset | Application of $\texttt{glober.1d}$ to estimate $f_1$ | Estimation of $f$ in the two-dimensional case ($d=2$) | Application of $\texttt{glober.2d}$ to estimate $f_2$
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:
glober_1.0.tar.gz
glober_1.0.tar.gz(r-4.7-any)glober_1.0.tar.gz(r-4.6-any)
glober_1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
glober/json (API)
| # Install 'glober' in R: |
| install.packages('glober', repos = c('https://cran.r-universe.dev', '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
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:cff67cc614. Checks:2 WARNING, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | WARNING | 197 | ||
| source / vignettes | OK | 176 | ||
| linux-release-x86_64 | WARNING | 188 | ||
| wasm-release | OK | 117 |
Dependencies:ashbitopscliclustercolorspacecpp11deSolvefarverfdafdsFNNgenlassoggplot2gluegtablehdrcdeigraphisobandkernlabKernSmoothkslabelinglatticelifecyclelocfitmagrittrMASSMatrixmclustmgcvmisc3dmulticoolmvtnormnlmepcaPPpkgconfigplot3DpracmaR6rainbowRColorBrewerRcppRCurlrlangS7scalesvctrsviridisLitewithr
