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https://github.com/JuliaStats/Clustering.jl

A Julia package for data clustering
https://github.com/JuliaStats/Clustering.jl

clustering fuzzy-clustering hierarchical-clustering julia k-means markov-clustering

Last synced: about 2 months ago
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A Julia package for data clustering

Host: GitHub
URL: https://github.com/JuliaStats/Clustering.jl
Owner: JuliaStats
License: other
Created: 2012-11-24T15:47:36.000Z (almost 12 years ago)
Default Branch: master
Last Pushed: 2024-04-14T01:33:45.000Z (5 months ago)
Last Synced: 2024-04-14T09:51:16.767Z (5 months ago)
Topics: clustering, fuzzy-clustering, hierarchical-clustering, julia, k-means, markov-clustering
Language: Julia
Homepage:
Size: 6.27 MB
Stars: 342
Watchers: 21
Forks: 119
Open Issues: 38
Metadata Files:
- Readme: README.md
- License: LICENSE.md

Awesome Lists containing this project

awesome-julia-datasciences - Clustering - Basic functions for clustering data: k-means, dp-means, etc. (APL / General-Purpose Machine Learning)

README

        # Clustering.jl

Methods for data clustering and evaluation of clustering quality.

[![Build Status](https://github.com/JuliaStats/Clustering.jl/workflows/CI/badge.svg)](https://github.com/JuliaStats/Clustering.jl/actions?query=workflow%3ACI+branch%3Amaster)

[![codecov](https://codecov.io/gh/JuliaStats/Clustering.jl/branch/master/graph/badge.svg)](https://codecov.io/gh/JuliaStats/Clustering.jl)

**Documentation**: [![][docs-stable-img]][docs-stable-url] [![][docs-dev-img]][docs-dev-url]

## Installation

```julia

Pkg.add("Clustering")

```

## Features

### Clustering Algorithms

- K-means

- K-medoids

- Affinity Propagation

- Density-based spatial clustering of applications with noise (DBSCAN)

- Markov Clustering Algorithm (MCL)

- Fuzzy C-Means Clustering

- Hierarchical Clustering

  - Single Linkage

  - Average Linkage

  - Complete Linkage

  - Ward's Linkage

### Clustering Validation

- Silhouettes

- Variation of Information

- Rand index

- V-Measure

## See Also

Julia packages providing other clustering methods and performance evaluation:

 - [QuickShiftClustering.jl](https://github.com/rened/QuickShiftClustering.jl)

 - [SpectralClustering.jl](https://github.com/lucianolorenti/SpectralClustering.jl)

 - [ClusteringBenchmarks.jl](https://github.com/HolyLab/ClusteringBenchmarks.jl)

[docs-dev-img]: https://img.shields.io/badge/docs-dev-blue.svg

[docs-dev-url]: http://JuliaStats.github.io/Clustering.jl/dev/

[docs-latest-img]: https://img.shields.io/badge/docs-latest-blue.svg

[docs-latest-url]: http://JuliaStats.github.io/Clustering.jl/latest/

[docs-stable-img]: https://img.shields.io/badge/docs-stable-blue.svg

[docs-stable-url]: http://JuliaStats.github.io/Clustering.jl/stable/