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This package was removed from CRAN on 2025-06-02. Its history is shown below.
Reason: requires archived package 'evclust'
Details below reflect version 1.1.1, its last release before removal.

evreg

1.1.1Package record

Evidential Regression

0packages depend
–downloads / year
–test coverage
–flavors OK

Overview

About

An implementation of the 'Evidential Neural Network for Regression' model recently introduced in Denoeux (2023) doi:10.1109/TFUZZ.2023.3268200. In this model, prediction uncertainty is quantified by Gaussian random fuzzy numbers as introduced in Denoeux (2023) doi:10.1016/j.fss.2022.06.004. The package contains functions for training the network, tuning hyperparameters by cross-validation or the hold-out method, and making predictions. It also contains utilities for making calculations with Gaussian random fuzzy numbers (such as, e.g., computing the degrees of belief and plausibility of an interval, or combining Gaussian random fuzzy numbers).

Changes in 1.1.1
  • The changes made in version 1.1.0 concerning the loss function of ENNreg and its gradient could result in performance degradation. These changes have been reverted, so that results reported in the IEEE TFS paper can be reproduced.

From NEWS in the release

Install

Health

CRAN checks

CRAN check results are not tracked yet.

Advisories

none known

Documentation

In release 1.1.1
READMENoVignettesYes · 1 · dynamicNEWSYes · 100% structured · mentions 1.1.1Citation fileNoWebsitenot declared in DESCRIPTION
Help pages
12 (1 internal)includes a package overview page
Examples that run
64%7 run in a plain check · 4 only when donttest examples are enabled (R CMD check --as-cran)
Exported functions with examples
100%
Documented parameters
89%
Return-value docs
100%
Help pages citing references
67%

Downloads

Daily download trend is not available in this view yet.
Also on53 r2u4 autocran35 c2d4u

Dependencies

Declared dependencies
4 external dependencies (excludes base and recommended)
Depends (1)
R >= 3.1.0
Imports (2)
evcluststats
LinkingTo (0)
none
Suggests (5)
Enhances (0)
none
Reverse dependencies
0direct
–indirect (not tracked)

Nothing depends on this yet.

Code & Tests

People & History

People (1)
Author, Maintainer since 1.0.0 (2023)
Releases (7)

Pick two releases to compare their code metrics.

  • R
    R 4.6.0 released · 2026-04-24
  • archivedRemoved from CRAN
    2025-06-02
    requires archived package 'evclust'
  • R
    R 4.5.0 released · 2025-04-11
  • 1.1.1
    record
    2024-05-09 · diff ↗
  • 1.1.0
    record
    2024-05-08 · diff ↗
  • R
    R 4.4.0 released · 2024-04-24
  • 1.0.4
    record
    2024-04-22 · diff ↗
  • 1.0.3
    record
    2023-11-09 · diff ↗
  • R
    R 4.3.0 released · 2023-04-21
  • 1.0.2
    record
    2023-04-04 · diff ↗
  • 1.0.1
    record
    2023-02-04 · diff ↗
  • 1.0.0
    record
    2023-01-17
  • R
    R 4.2.0 released · 2022-04-22

Package metadata

First published
2023-01-17
Total releases
7 / 3 yrs
License
GPL-3 OSI
Minimum R
≥ 3.1.0

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("evreg")
Denoeux, T. (n.d.). evreg: Evidential Regression (Version 1.1.1) [Computer software]. Retrieved October 22, 2026, from https://CRAN.R-project.org/package=evreg

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.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for evreg version 1.1.1 [Data set]. HJJB, LLC. Data release v2026-10-21. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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