manydist

0.5.1

Distance-Based Learning for Mixed-Type Data

0packages depend

2.9Kdownloads / year

26.5%test coverage

13/13checks pass

Overview

About

Maintained by Alfonso Iodice D'EnzaFirst published 2025-02-128 releasesCRAN page ↗GitHub ↗

Provides tools for constructing, computing, and using distance measures for numerical, categorical, and mixed-type data. The package implements a flexible framework in which continuous and categorical components can be combined under additive, commensurable, and association-aware specifications. Supported methods include classical distances such as Gower, Euclidean, Manhattan, and Mahalanobis-type distances; categorical dissimilarities such as simple matching, occurrence-frequency, and association-based measures; and mixed-type presets designed to reduce biases due to variable type, scale, distribution, redundancy, and number of categories. The package also provides scaling options, supervised and unsupervised distance constructions, leave-one-variable-out tools for distance-based variable importance, and integration with distance-based learning workflows such as nearest-neighbour prediction, partitioning around medoids, and spectral clustering. Methods are motivated by van de Velden, Iodice D'Enza, Markos, and Cavicchia (2026) doi:10.1080/10618600.2026.2680181 and related work on categorical and mixed-type dissimilarities.

Install

R (CRAN)pak (dev)Ubuntu (r2u)openSUSE (OBS)

install.packages("manydist", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("alfonsoIodiceDE/manydist_package")

Development version from alfonsoIodiceDE/manydist_package. Installs pak first if it is not already available.

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-manydist

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

bspm (used by r2u) also needs make: sudo apt install make

# 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-manydist

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

13OK

Slowest check: 4.9 min · r-devel-linux-x86_64-fedora-clang

Check history

OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

Documentation signals are not tracked yet for this package.

Downloads

2.9K

CRAN downloads in the past year

Rank #16,840 · ~8/day · ~242/mo

manydist Releases R versions

Daily download trend is not available in this view yet.

17130 days

66490 days

2.9K1 year

Compare downloads with other packages →

Also on125 r2u10 autocran

Repository

GitHub ↗ alfonsoiodicede/manydist_package

2Stars

0Forks

0Open issues

0Open PRs

0Releases

Last activity 2026-07-23

Repository practices

Upstream repositoryBeta

Repository github.com/alfonsoiodicede/manydist_package is linked, but repository-practices checks have not run for it yet.

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

37 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.5.0

Imports (29)

aricodeclusterclusterGeneration data.table dials distances dplyr entropy fastDummies forcats fpc generics ggplot2 kdml magrittrMatrixparsnip philentropy purrr readr recipes Rfast rlang rsamplestatstibble tidyr tidyselect tune

LinkingTo (0)

none

Suggests (11)

arules clustMixType FD klaR mclust palmerpenguins parallelDist StatMatch testthat workflows workflowsets

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (4)

Maintainer (1)

Alfonso Iodice D'Enza

Author, Maintainer

Authors (4)

Alfonso Iodice D'Enza

Author, Maintainer

Carlo Cavicchia

Author

Angelos Markos

Author

Michel van de Velden

Author

Package Timeline

8 releases. R releases are shown for context.

0.5.1Latest
2026-07-23 · current release · diff ↗
0.5.0
2026-06-10 · diff ↗
R
R 4.6.0 released · 2026-04-24
0.4.9
2026-02-04 · diff ↗
0.4.8
2025-07-18 · diff ↗
0.4.7
2025-07-08 · diff ↗
0.4.5
2025-07-02 · diff ↗
0.4.4
2025-06-23 · diff ↗
R
R 4.5.0 released · 2025-04-11
0.4.3
2025-02-12
R
R 4.4.0 released · 2024-04-24

Package metadata

First published: 2025-02-12
Total releases: 8 / 1 yrs
License: GPL-3 OSI
Download size: 35 KB
Installed size: not tracked yet
With dependencies: not tracked yet

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