DebiasInfer

0.2.1

Efficient Inference on High-Dimensional Linear Model with Missing Outcomes

0packages depend

39.4Kdownloads / year

–test coverage

13/13checks pass

Overview

About

Maintained by Yikun ZhangFirst published 2023-09-143 releasesCRAN page ↗GitHub ↗

A statistically and computationally efficient debiasing method for conducting valid inference on the high-dimensional linear regression function with missing outcomes. The reference paper is Zhang, Giessing, and Chen (2023) doi:10.48550/arXiv.2309.06429.

Install

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

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

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

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("zhangyk8/Debias-Infer")

Development version from zhangyk8/Debias-Infer. Installs pak first if it is not already available.

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-debiasinfer

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-DebiasInfer

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-DebiasInfer

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

Health

CRAN checks

13OK

Slowest check: 3.4 min · r-devel-linux-x86_64-fedora-clang

Code health

None

Tests · ratio 0.00

not tracked

Coverage

100%

Documentation · exports

Dependencies · direct

Check history

OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-05-02
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-25
11 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-18
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Show 1 earlier snapshots

NOTE2026-03-10
12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesNopkgdown siteNoNEWSNoCode of conductNoContributing guideNo

Examples that run: 20%
Documented parameters: 100%
Return-value docs: 100%
References docs: 80%

Downloads

39.4K

CRAN downloads in the past year

Rank #2,470 · ~108/day · ~3.3K/mo

Releases R versions

Daily download trend is not available in this view yet.

32330 days

9K90 days

39.4K1 year

Compare downloads with other packages →

Also on116 r2u7 autocran

Repository

GitHub ↗ zhangyk8/debias-infer

0Stars

0Forks

0Open issues

0Open PRs

2Releases

183Commits

1Contributors

coordinate-descenthigh-dimensional-inferencemissing-data

License MIT · 183 commits · Last activity 2026-04-26

Releases over time

2023-09-09 · 22026-07-07 · 2

Repository practices

Upstream repositoryBeta

Checks run against github.com/zhangyk8/debias-infer on 2026-07-19.

No development-tooling practices detected in the upstream repository.

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

3 external dependencies (excludes base and recommended)

Depends (0)

none

Imports (3)

CVXR caretstats

LinkingTo (0)

none

Suggests (2)

MASSglmnet

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Code Composition

R 507 (56%)Rd 401 (44%)

Code characteristics

Cyclomatic complexity: 7.0 median / 13 max

Test coverage

Line coverage

–

Expression

–

Tests / Examples

–

Functions

5 5 exported

Complexity

6.6 avg / 13 max

Call network

5 nodes / 4 edges

Call graph

Open call graph →

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Lowest coverage

Per-function coverage is not measured for this package yet.

People & History

People (3)

Maintainer (1)

Yikun Zhang

Author, Maintainer

Authors (3)

Yikun Zhang

Author, Maintainer

Yen-Chi Chen

Author

Alexander Giessing

Author

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
0.2.1Latest
2026-03-13 · current release · diff ↗
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
0.2
2023-10-09 · diff ↗
0.1
2023-09-14
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2023-09-14
Total releases: 3 / 3 yrs
License: MIT + file LICENSE OSI
Download size: 12 KB
Installed size: not tracked yet
With dependencies: not tracked yet

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