Code Monkey home page Code Monkey logo

benchmark-mixed-clustering's Introduction

Benchmark-Mixed-Clustering

Benchmarking clustering algorithms suited for mixed data.

Algorithms implemented :
- K-Prototypes
- KAMILA
- Modha-Spangler
- FAMD-KMeans
- DenseClus
- ClustMD TO DO - Hierarchical clustering with Gower's Distance
- MixtComp
- KCMM TO ADD
- Pretopological Clustering (with FAMD, Laplacian Eigenmaps, UMAP and PaCMAP)

Benchmark over computation cost (memory usage, execution time) and internal validity indices (Calinski, Davies-Bouldin, Silhouette).

Use of real world data (see /data/ folder) and generated data.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.