R Observatory: Metrics for rminer version 1.5.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

rminer

1.5.0Package record

Machine Learning Classification and Regression Methods

1packages depend

11.8Kdownloads / year

–test coverage

11/13flavors OK

Overview

About

Maintained by Paulo CortezCRAN page ↗

Facilitates the use of machine learning algorithms in classification and regression (including time series forecasting) tasks by presenting a short and coherent set of functions. Versions: 1.5.0 improved mparheuristic function (new hyperparameter heuristics); 1.4.9 / 1.4.8 improved help, several warning and error code fixes (more stable version, all examples run correctly); 1.4.7 - improved Importance function and examples, minor error fixes; 1.4.6 / 1.4.5 / 1.4.4 new automated machine learning (AutoML) and ensembles, via improved fit(), mining() and mparheuristic() functions, and new categorical preprocessing, via improved delevels() function; 1.4.3 new metrics (e.g., macro precision, explained variance), new "lssvm" model and improved mparheuristic() function; 1.4.2 new "NMAE" metric, "xgboost" and "cv.glmnet" models (16 classification and 18 regression models); 1.4.1 new tutorial and more robust version; 1.4 - new classification and regression models, with a total of 14 classification and 15 regression methods, including: Decision Trees, Neural Networks, Support Vector Machines, Random Forests, Bagging and Boosting; 1.3 and 1.3.1 - new classification and regression metrics; 1.2 - new input importance methods via improved Importance() function; 1.0 - first version.

Install

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

install.packages("rminer", 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-rminer

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

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-rminer

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-rminer

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

2NOTE11OK

Check messages

NOTERd contentsr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc

Rd files without \usage:
  ‘predict-methods.Rd’
\arguments should not be documented without \usage.

CRAN check page ↗

Slowest check: 5.2 min · r-oldrel-macos-x86_64

Status changes

NOTE11 OK, 2 NOTENow
NOTE12 OK, 1 NOTE2026-07-11
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
OK13 OK2026-05-02
ERROR11 OK, 1 ERROR2026-04-25

Show 1 earlier changeHide 1 earlier change

OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.5.0

READMENoVignettesNoNEWSNoCitation fileNoWebsitenot declared in DESCRIPTION

Help pages: 18 (1 internal)
Examples that run: 88%14 run in a plain check · 2 never run
Exported functions with examples: 87%
Documented parameters: 99%
Return-value docs: 93%
Help pages citing references: 94%

How these are measured

Downloads

11.8K

CRAN downloads in the past year

Rank #5,450 · ~32/day · ~987/mo

Releases R versions

Daily download trend is not available in this view yet.

55030 days

1.5K90 days

11.8K1 year

Compare downloads with other packages →

Also on141 r2u8 autocran167 c2d4u

How downloads are counted

Dependencies

Declared dependencies

12 external dependencies (excludes base and recommended)

Installing rminer adds 93 packages (55 with compiled code, 85 MB of source tarballs). Heaviest: stringi 11 MB, TH.data 8.2 MB, ggplot2 6.0 MB.

Depends (0)

none

Imports (17)

methodsplotrixlatticennetkknn plsMASSmdarpartrandomForest adabag party Cubist kernlab e1071 glmnet xgboost

LinkingTo (0)

none

Suggests (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

Imports 1

Depends, Imports or LinkingTo, most downloaded first

PEAXAI

How these are counted

Code & Tests

Datasets

People & History

People (1)

Paulo Cortez

Author, Maintainer since 1.0 (2010)

Releases (16)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
1.5.0Latest
record
2025-10-23 · current release · diff ↗
unarchivedReturned to CRAN
2025-06-04
1.4.9
record
2025-06-04 · diff ↗
archivedRemoved from CRAN
2025-05-15
requires archived package 'kknn'
R
R 4.5.0 released · 2025-04-11
1.4.8
record
2024-10-29 · diff ↗
1.4.7
record
2024-10-23 · diff ↗
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
1.4.6
record
2020-08-28 · diff ↗
R
R 4.0.0 released · 2020-04-24
1.4.5
record
2020-04-14 · diff ↗
1.4.4
record
2020-04-09 · diff ↗

Show 20 earlier eventsHide 20 earlier events

1.4.3
record
2019-12-16 · diff ↗
R
R 3.6.0 released · 2019-04-26
R
R 3.5.0 released · 2018-04-23
R
R 3.4.0 released · 2017-04-21
1.4.2
record
2016-09-02 · diff ↗
R
R 3.3.0 released · 2016-05-03
1.4.1
record
2015-07-18 · diff ↗ ·
added 1 export
mparheuristic
R
R 3.2.0 released · 2015-04-16
1.4
record
2014-11-07 · diff ↗ ·
removed 3 exports
medianminingpar, svmgrid, naivebayes

added 1 export
centralpar
R
R 3.1.0 released · 2014-04-10
1.3.1
record
2013-08-12 · diff ↗
R
R 3.0.0 released · 2013-04-03
1.3
record
2013-03-19 · diff ↗ ·
removed 1 export
multiROC

added 2 exports
mpause, naivebayes
1.2
record
2012-10-17 · diff ↗ ·
added 31 exports
fit, mining, Importance, mgraph, vecplot, mmetric, metrics, meanint, medianminingpar, loadmodel, savemodel, loadmining, savemining, agg_matrix_imp, cmatrixplot, imputation, delevels, factorize, svmgrid, CasesSeries, lforecast, forplot, tsplot, holdout, crossvaldata, datalevels, RECcurve, ROCcurve, rmboxplot, s_measure and 1 more
R
R 2.15.0 released · 2012-03-30
R
R 2.14.0 released · 2011-10-31
1.1
record
2011-04-25 · diff ↗
R
R 2.13.0 released · 2011-04-13
1.0
record
2011-01-15
R
R 2.12.0 released · 2010-10-15

Package metadata

First published: 2011-01-15
Total releases: 16 / 15 yrs
License: GPL-2 OSI
Bundled data: 339 KB / 10 files
Download size: 453 KB

Appears in task views

Machine Learning & Statistical Learning

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("rminer")

Format

Cortez, P. (2025). rminer: Machine Learning Classification and Regression Methods (Version 1.5.0) [Computer software]. https://doi.org/10.32614/CRAN.package.rminer

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

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 rminer version 1.5.0 [Data set]. HJJB, LLC. Data release v2026-10-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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