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RMTL

Regularized Multi-Task Learning

v1.0.0 · Feb 21, 2026 · GPL-3

Description

Efficient solvers for 10 regularized multi-task learning algorithms applicable for regression, classification, joint feature selection, task clustering, low-rank learning, sparse learning and network incorporation. Based on the accelerated gradient descent method, the algorithms feature a state-of-art computational complexity O(1/k^2). Sparse model structure is induced by the solving the proximal operator. The detail of the package is described in the paper of Han Cao and Emanuel Schwarz (2018) <doi:10.1093/bioinformatics/bty831>.

Downloads

CRAN

457

Last 30 days

9153rd

1.3K

Last 90 days

8.4K

Last year

Trend: +30.2% (30d vs prior 30d)

r2u CRAN

3

Last 30 days

29

Last 90 days

112

Last year

Trend: -66.7% (30d vs prior 30d)

autoCRAN

6

Last 7 days

18

Last 30 days

4

All-time

autoCRAN-only: this name is served only by autoCRAN, so the count is exact.

CRAN Check Status

13 OK
Show all 13 flavors
Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Code

Structure

Lines of code

3,071

Files

28

Compiled share

0%

Has compiled src

No

Language breakdown

R 1,974 (64.3%)Docs 416 (13.5%)Vignettes 681 (22.2%)

API

Exported functions

5

Internal functions

26

Recent export changes

v0.9+5 Create_simulated_data, MTL, calcError +2 more

Testing & CI

Has tests

No

Test-to-code ratio

0.00

testthat edition

CI present

No

CI type

[]

PR gated

No

Docs

Return-value doc rate

80%

\dontrun example ratio

0%

Roxygen coverage

100%

Has pkgdown

No

NEWS present

Yes

Health & Security signals

Informational signals; not verdicts.

on.exit coverage

Unsafe pattern score

0

Dep constraint coverage

100%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

3.5.0

System requirements

C++ standard

License

GPL-3

License flags

SPDX valid, OSI approved

History

Versions

3

First release

2019-02-27

Latest release

2026-02-22

Avg cadence

1276 days

Cold removal rate

Dep drift

0

LOC over versions

v0.9: 3,023 LOCv0.9.9: 3,053 LOCv1.0.0: 3,071 LOC

Per-file churn detail lives in the source pipeline: https://github.com/r-observatory/cran-code-metrics.

Reverse Dependencies (1)

suggests

Dependency Network

Dependencies Reverse dependencies MASS psych corpcor doParallel foreach joinet RMTL

Version History

4 tracked
new 1.0.0 Mar 10, 2026
updated 1.0.0 ← 0.9.9 diff Feb 21, 2026
updated 0.9.9 ← 0.9 diff May 1, 2022
new 0.9 Feb 26, 2019