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sisal

Sequential Input Selection Algorithm

v0.49 · Oct 25, 2024 · GPL (>= 2)

Description

Implements the SISAL algorithm by Tikka and Hollmén. It is a sequential backward selection algorithm which uses a linear model in a cross-validation setting. Starting from the full model, one variable at a time is removed based on the regression coefficients. From this set of models, a parsimonious (sparse) model is found by choosing the model with the smallest number of variables among those models where the validation error is smaller than a threshold. Also implements extensions which explore larger parts of the search space and/or use ridge regression instead of ordinary least squares.

Downloads

CRAN

665

Last 30 days

5061st

2K

Last 90 days

7.4K

Last year

Trend: +2.6% (30d vs prior 30d)

r2u CRAN

0

Last 30 days

23

Last 90 days

99

Last year

Trend: -100% (30d vs prior 30d)

autoCRAN

6

Last 7 days

22

Last 30 days

3

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

9,983

Files

40

Compiled share

0%

Has compiled src

No

Language breakdown

R 7,555 (75.7%)Tests 44 (0.4%)Docs 2,384 (23.9%)

API

Exported functions

11

Internal functions

46

Recent export changes

v0.46+11 sisal, sisalData, testSisal +8 more

Testing & CI

Has tests

Yes

Test-to-code ratio

0.01

testthat edition

CI present

No

CI type

[]

PR gated

No

Docs

Return-value doc rate

100%

\dontrun example ratio

6.7%

Roxygen coverage

100%

Has pkgdown

No

NEWS present

No

Health & Security signals

Informational signals; not verdicts.

on.exit coverage

66.7%

Unsafe pattern score

0

Dep constraint coverage

0%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

4.3.0

System requirements

C++ standard

License

GPL (>= 2)

License flags

SPDX valid, OSI approved

History

Versions

3

First release

2015-10-10

Latest release

2024-10-26

Avg cadence

1652 days

Cold removal rate

Dep drift

0

LOC over versions

v0.46: 9,974 LOCv0.48: 9,983 LOCv0.49: 9,983 LOC

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

Dependency Network

Dependencies Reverse dependencies boot lattice mgcv digest R.matlab R.methodsS3 sisal

Version History

4 tracked
new 0.49 Mar 10, 2026
updated 0.49 ← 0.48 diff Oct 25, 2024
updated 0.48 ← 0.46 diff Feb 14, 2020
new 0.46 Oct 9, 2015