R Observatory: Metrics for itdr version 2.0.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

itdr

2.0.1

Integral Transformation Methods for SDR in Regression

0packages depend

3.1Kdownloads / year

–test coverage

13/13checks pass

Overview

About

Maintained by Tharindu P. De AlwisFirst published 2021-07-234 releasesCRAN page ↗

The itdr() routine allows for the estimation of sufficient dimension reduction subspaces in univariate regression such as the central mean subspace or central subspace in regression. This is achieved using Fourier transformation methods proposed by Zhu and Zeng (2006) doi:10.1198/016214506000000140, convolution transformation methods proposed by Zeng and Zhu (2010) doi:10.1016/j.jmva.2009.08.004, and iterative Hessian transformation methods proposed by Cook and Li (2002) doi:10.1214/aos/1021379861. Additionally, mitdr() function provides optimal estimators for sufficient dimension reduction subspaces in multivariate regression by optimizing a discrepancy function using a Fourier transform approach proposed by Weng and Yin (2022) doi:10.5705/ss.202020.0312, and selects the sufficient variables using Fourier transform sparse inverse regression estimators proposed by Weng (2022) doi:10.1016/j.csda.2021.107380.

Install

R (CRAN)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("itdr", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-itdr

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-itdr

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-itdr

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

13OK

Slowest check: 16.2 min · r-release-macos-x86_64

Code health

None

Tests · ratio 0.00

not tracked

Coverage

100%

Documentation · exports

7

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 50%
Documented parameters: 99%
Return-value docs: 100%
References docs: 64%

Downloads

3.1K

CRAN downloads in the past year

Rank #11,075 · ~9/day · ~262/mo

Releases R versions

Daily download trend is not available in this view yet.

29330 days

89790 days

3.1K1 year

Compare downloads with other packages →

Also on379 r2u15 autocran

Dependencies

Declared dependencies

7 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5.0

Imports (7)

statsutilsMASSgeigen magic energy tidyr

LinkingTo (0)

none

Suggests (3)

knitr rmarkdown testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (3)

Maintainer (1)

Tharindu P. De Alwis

Author, Maintainer

Authors (3)

Tharindu P. De Alwis

Author, Maintainer

S. Yaser Samadi

Contributor, Author

Jiaying Weng

Contributor, Author · added in 2.0.0

Contributors (2)

S. Yaser Samadi

Contributor, Author

Jiaying Weng

Contributor, Author · added in 2.0.0

Package Timeline

4 releases. Pick two to compare their code metrics. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
2.0.1Latest
2024-02-26 · current release · diff ↗
2.0.0
2023-06-23 · diff ↗
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
1.2.0
2022-04-12 · diff ↗
1.0
2021-07-23
R
R 4.1.0 released · 2021-05-18

Package metadata

First published: 2021-07-23
Total releases: 4 / 5 yrs
License: GPL-2 | GPL-3 OSI
Minimum R: ≥ 3.5.0
Bundled data: 971 KB / 5 files
Download size: 1.0 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("itdr")

Format

P. De Alwis, T., Samadi, S. Y., & Weng, J. (2024). itdr: Integral Transformation Methods for SDR in Regression (Version 2.0.1) [Computer software]. https://doi.org/10.32614/CRAN.package.itdr

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for itdr version 2.0.1 [Data set]. HJJB, LLC. Data release v2026-08-15. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-15, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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