lcsrodriguez / K-Medoids-clustering

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K-Medoids clustering

K-Means variation for object-distance array

(comments in French within the implemented methods)

Outline

  • Benchmark with Adjusted Rand Index computed with adj.rand.index function from package fossil
  • PCA with factoextra
  • Comparison with
    • PAM algorithm from cluster R package
    • k-means algorithm from stats R package
    • Mclust algorithm from mclust R package
  • Complete example on iris dataset

Freely inspired by the research paper : A simple and fast algorithm for K-medoids clustering, Hae-Sang Park, Chi-Hyuck Jun <external link>

License

Lucas RODRIGUEZ (2021)