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UAHDataScienceUC

Learn Clustering Techniques Through Examples and Code

v1.0.1 · Feb 17, 2025 · MIT + file LICENSE

Description

A comprehensive educational package combining clustering algorithms with detailed step-by-step explanations. Provides implementations of both traditional (hierarchical, k-means) and modern (Density-Based Spatial Clustering of Applications with Noise (DBSCAN), Gaussian Mixture Models (GMM), genetic k-means) clustering methods as described in Ezugwu et. al., (2022) <doi:10.1016/j.engappai.2022.104743>. Includes educational datasets highlighting different clustering challenges, based on 'scikit-learn' examples (Pedregosa et al., 2011) <https://jmlr.csail.mit.edu/papers/v12/pedregosa11a.html>. Features detailed algorithm explanations, visualizations, and weighted distance calculations for enhanced learning.

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CRAN Check Status

13 OK
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Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 18, 2026
ERROR 13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 16, 2026
ERROR r-release-windows-x86_64

re-building of vignette outputs

Error(s) in re-building vignettes:
--- re-building 'UAHDataScienceUC.Rmd' using rmarkdown

Quitting from UAHDataScienceUC.Rmd:83-93 [unnamed-chunk-6]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
...[truncated]...
ith diagnostics:
Lapack routine dgesv: system is exactly singular: U[2,2] = 0
--- failed re-building 'UAHDataScienceUC.Rmd'

SUMMARY: processing the following file failed:
  'UAHDataScienceUC.Rmd'

Error: Vignette re-building failed.
Execution halted
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 12, 2026
ERROR 13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 4, 2026
ERROR r-release-linux-x86_64

re-building of vignette outputs

Error(s) in re-building vignettes:
  ...
--- re-building ‘UAHDataScienceUC.Rmd’ using rmarkdown

Quitting from UAHDataScienceUC.Rmd:83-93 [unnamed-chunk-6]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_
...[truncated]...
ith diagnostics:
Lapack routine dgesv: system is exactly singular: U[2,2] = 0
--- failed re-building ‘UAHDataScienceUC.Rmd’

SUMMARY: processing the following file failed:
  ‘UAHDataScienceUC.Rmd’

Error: Vignette re-building failed.
Execution halted
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Dependency Network

Dependencies Reverse dependencies proxy cli UAHDataScienceUC

Version History

3 tracked
new 1.0.1 Mar 10, 2026
updated 1.0.1 ← 1.0.0 diff Feb 16, 2025
new 1.0.0 Feb 16, 2025