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KQM

1.1.1

K Quantiles Medoids (KQM) Clustering

0packages depend
1.5Kdownloads / year
test coverage
12/13checks pass

Overview

About
Maintained by Yarong YangFirst published 2025-10-161 releasesCRAN page ↗

K Quantiles Medoids (KQM) clustering applies quantiles to divide data of each dimension into K mean intervals. Combining quantiles of all the dimensions of the data and fully permuting quantiles on each dimension is the strategy to determine a pool of candidate initial cluster centers. To find the best initial cluster centers from the pool of candidate initial cluster centers, two methods based on quantile strategy and PAM strategy respectively are proposed. During a clustering process, medoids of clusters are used to update cluster centers in each iteration. Comparison between KQM and the method of randomly selecting initial cluster centers shows that KQM is almost always getting clustering results with smaller total sum squares of distances.

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Health

CRAN checks
1NOTE12OK
Failing flavors
  • NOTE r-devel-linux-x86_64-debian-gcc
Slowest check: 55 s · r-oldrel-windows-x86_64
Code health
None
Tests · ratio 0.00
not tracked
Coverage
100%
Documentation · exports
4
Dependencies · direct
Check history
  • NOTE2026-08-01
    12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
  • OK2026-03-10
    14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

Documentation
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Examples that run
100%
Documented parameters
100%
Return-value docs
100%
References docs
60%

Downloads

1.5K
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Dependencies

Declared dependencies
1 external dependency (excludes base and recommended)
Depends (4)
methodsMASSgtoolscluster
Imports (0)
none
LinkingTo (0)
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Suggests (0)
none
Enhances (0)
none
Reverse dependencies
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Code & Tests

People & History

People (4)
Maintainer (1)
Author, Maintainer
Authors (1)
Author, Maintainer
Contributors (3)
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Package Timeline

1 release. R releases are shown for context.

  • R
    R 4.6.0 released · 2026-04-24
  • 1.1.1Latest
    2026-03-10 · current release
  • R
    R 4.5.0 released · 2025-04-11

Package metadata

First published
2025-10-16
Total releases
1 / 1 yrs
License
GPL-2 OSI
Download size
5.3 KB
Installed size
not tracked yet
With dependencies
not tracked yet
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