Data Driving Multiple Classifier System
Overview
Provides a novel framework to able to automatically develop and deploy an accurate Multiple Classifier System based on the feature-clustering distribution achieved from an input dataset. 'D2MCS' was developed focused on four main aspects: (i) the ability to determine an effective method to evaluate the independence of features, (ii) the identification of the optimal number of feature clusters, (iii) the training and tuning of ML models and (iv) the execution of voting schemes to combine the outputs of each classifier comprising the Multiple Classifier System.
- Adapt documentation pages to the use of HTML5 supported by R 4.2.0.
- Update the documentation version roxygen2 from 7.1.1 to 7.2.1.
From NEWS.md in the release
Install
Health
CRAN check results are not tracked yet.
Documentation
- Help pages
- 71 (6 internal)
- Examples that run
- 50%1 run in a plain check · 1 never run
- Exported functions with examples
- 3%
- Documented parameters
- not tracked
- Return-value docs
- 0%
- Help pages citing references
- 0%
Downloads
Dependencies
Code & Tests
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- archivedRemoved from CRAN2025-09-12the maintainer's request
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- 1.0.12022-08-23 · diff ↗
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- 1.0.02021-05-07
- RR 4.0.0 released · 2020-04-24
Package metadata
- First published
- 2021-05-07
- Total releases
- 2 / 5 yrs
- License
- GPL-3 OSI
- Minimum R
- ≥ 4.2
Cite
Cite this package
Run in R for the authors' entry:
citation("D2MCS")The package provides a citation file, so citation() returns the authors' own entry.
It points to 10.1016/j.eswa.2018.12.032, 10.1186/s13321-019-0389-9.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-25, which the citation names so these numbers can be found later. More on citing and the projects behind them.