https://github.com/pnavaro/geometricclusteranalysis.jl

Geometric methods for Cluster Analysis
https://github.com/pnavaro/geometricclusteranalysis.jl

cluster-analysis julialang

Last synced: 6 months ago
JSON representation

Geometric methods for Cluster Analysis

• Host: GitHub
• URL: https://github.com/pnavaro/geometricclusteranalysis.jl
• Owner: pnavaro
• License: mit
• Created: 2021-08-16T09:00:46.000Z (over 4 years ago)
• Default Branch: main
• Last Pushed: 2024-12-01T22:44:58.000Z (about 1 year ago)
• Last Synced: 2025-03-31T08:01:40.740Z (10 months ago)
• Topics: cluster-analysis, julialang
• Language: Julia
• Homepage: https://pnavaro.github.io/GeometricClusterAnalysis.jl/dev
• Size: 84.3 MB
• Stars: 4
• Watchers: 1
• Forks: 0
• Open Issues: 11
• Metadata Files:
  • Readme: README.md
  • License: LICENSE
  • Citation: CITATION.bib

Awesome Lists containing this project

README

          
# GeometricClusterAnalysis.jl

Julia implementation of data clustering using underlying geometric and topological features. 

**WARNING**: This package is not registered and may be subject to breaking changes anytime. 

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

[![codecov](https://codecov.io/gh/pnavaro/GeometricClusterAnalysis.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/pnavaro/GeometricClusterAnalysis.jl)

[![Aqua QA](https://raw.githubusercontent.com/JuliaTesting/Aqua.jl/main/badge.svg)](https://github.com/JuliaTesting/Aqua.jl)

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

## Installation

Download [Julia](https://julialang.org/downloads/). Try the package with

```bash

git clone https://github.com/pnavaro/GeometricClusterAnalysis.jl

cd GeometricClusterAnalysis.jl

julia --project

```

```julia

import Pkg

Pkg.instantiate()

include("examples/two_spirals.jl")

```

![](https://github.com/pnavaro/GeometricClusterAnalysis.jl/raw/gh-pages/dev/assets/anim_two_spirals.gif)

## Clustering Algorithms

- K-plm

- K-pdtm

- ToMaTo

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

[docs-latest-url]: http://pnavaro.github.io/GeometricClusterAnalysis.jl/dev/

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

[docs-stable-url]: http://pnavaro.github.io/GeometricClusterAnalysis.jl/stable/

## See Also

Topological Data Analysis

 - [Ripserer.jl](https://github.com/mtsch/Ripserer.jl)

 - [PersistenceDiagrams.jl](https://github.com/mtsch/PersistenceDiagrams.jl)

 - [ClusteringToMaTo.jl](https://github.com/pnavaro/ClusteringToMaTo.jl)

 - [RobustTDA.jl](https://github.com/sidv23/RobustTDA.jl)

 - [JuliaTDA: Topological Data Analysis in Julia](https://github.com/JuliaTDA)

 - [TDA.jl](https://github.com/wildart/TDA.jl): *the project seems to have been abandoned, but there are still some interesting implementations in the source code.*

Julia packages providing clustering methods:

 - [Clustering.jl](https://github.com/JuliaStats/Clustering.jl)

 - [ClusterAnalysis.jl](https://github.com/AugustoCL/ClusterAnalysis.jl)

 - [ParallelKMeans.jl](https://github.com/PyDataBlog/ParallelKMeans.jl)

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

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