Package: hfr 0.7.1

hfr: Estimate Hierarchical Feature Regression Models

Provides functions for the estimation, plotting, predicting and cross-validation of hierarchical feature regression models as described in Pfitzinger (2024). Cluster Regularization via a Hierarchical Feature Regression. Econometrics and Statistics (in press). <doi:10.1016/j.ecosta.2024.01.003>.

Authors:Johann Pfitzinger [aut, cre]

hfr_0.7.1.tar.gz
hfr_0.7.1.zip(r-4.7-any)hfr_0.7.1.zip(r-4.6-any)hfr_0.7.1.zip(r-4.5-any)
hfr_0.7.1.tgz(r-4.6-any)hfr_0.7.1.tgz(r-4.5-any)
hfr_0.7.1.tar.gz(r-4.7-any)hfr_0.7.1.tar.gz(r-4.6-any)
hfr_0.7.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
hfr/json (API)

# Install 'hfr' in R:

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

Bug tracker:https://github.com/jpfitzinger/hfr/issues

On CRAN:

hierarchical-clustering machine-learning penalized-regression regularized-regression

2.70 score 1 stars 234 downloads 3 exports 23 dependencies

Last updated from:b46df53f4f. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel	OK	128
source / vignettes	OK	203
linux-release	OK	122
macos-release	OK	127
macos-oldrel	OK	163
windows-devel	OK	72
windows-release	OK	68
windows-oldrel	OK	76
wasm-release	OK	119

Exports:cv.hfr hfr se.avg

Dependencies:cli corpcor cpp11 dendextend farver ggplot2 glue gridExtra gtable isoband labeling lifecycle magrittr quadprog R6 RColorBrewer rlang S7 scales vctrs viridis viridisLite withr

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Cross validation for a hierarchical feature regression	cv.hfr
Fit a hierarchical feature regression	hfr
Plot the dendrogram of an HFR model	plot.cv.hfr
Plot the dendrogram of an HFR model	plot.hfr
Model predictions	predict.cv.hfr
Model predictions	predict.hfr
Print an HFR model	print.cv.hfr
Print an HFR model	print.hfr
Calculate approximate standard errors for a fitted HFR model	se.avg