Hard Clustering

  • K-Means
  • K-Modes
  • K-Prototypes (to implement)
  • SOM
    • Numerical values SOM
    • Mixed values SOM
  • Density algorithms
    • \epsilon-Proximity (any data type)
      • Exact quadratic version
      • Approximate scalable version
    • DBSCAN (any data type)
      • Exact quadratic version
      • Approximate scalable version
  • Mean Shift (numerical values)
    • Exact quadratic version
    • Approximate scalable version