Skip to content

fastadi

Self-Tuning Data Adaptive Matrix Imputation

v0.1.2 · May 2, 2025 · MIT + file LICENSE

Description

Implements the AdaptiveImpute matrix completion algorithm of 'Intelligent Initialization and Adaptive Thresholding for Iterative Matrix Completion' <doi:10.1080/10618600.2018.1518238> as well as the specialized variant of 'Co-Factor Analysis of Citation Networks' <doi:10.1080/10618600.2024.2394464>. AdaptiveImpute is useful for embedding sparsely observed matrices, often out performs competing matrix completion algorithms, and self-tunes its hyperparameter, making usage easy.

Downloads

CRAN

589

Last 30 days

6091st

1.8K

Last 90 days

7.2K

Last year

Trend: -0.8% (30d vs prior 30d)

r2u CRAN

24

Last 30 days

114

Last 90 days

403

Last year

Trend: -40% (30d vs prior 30d)

autoCRAN

6

Last 7 days

17

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 Apr 22, 2026
ERROR 13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 18, 2026
ERROR r-devel-windows-x86_64

whether package can be installed

Installation failed.
See 'd:/Rcompile/CRANpkg/local/4.6/fastadi.Rcheck/00install.out' for details.
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Code

Structure

Lines of code

3,336

Files

50

Compiled share

23.2%

Has compiled src

Yes

Language breakdown

R 1,358 (40.7%)C/C++/src 774 (23.2%)Tests 668 (20%)Docs 536 (16.1%)

API

Exported functions

4

Internal functions

41

Recent export changes

v0.1.2+1 citation_impute2
v0.1.0+3 adaptive_impute, adaptive_initialize, citation_impute

Testing & CI

Has tests

Yes

Test-to-code ratio

0.49

testthat edition

3

CI present

No

CI type

[]

PR gated

No

Docs

Return-value doc rate

100%

\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

0%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

3.1

System requirements

C++ standard

License

MIT + file LICENSE

License flags

SPDX valid, OSI approved

History

Versions

3

First release

2022-02-11

Latest release

2025-05-02

Avg cadence

588 days

Cold removal rate

Dep drift

2

LOC over versions

v0.1.0: 2,638 LOCv0.1.1: 2,638 LOCv0.1.2: 3,336 LOC

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

Dependency Network

Dependencies Reverse dependencies LRMF3 Matrix glue logger Rcpp rlang RSpectra fastadi

Version History

4 tracked
new 0.1.2 Mar 10, 2026
updated 0.1.2 ← 0.1.1 diff May 1, 2025
updated 0.1.1 ← 0.1.0 diff Sep 6, 2022
new 0.1.0 Feb 10, 2022