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Quality: What Is Good Clustering?

  • A good clustering method will produce high quality clusters
    • high intra-class similarity: cohesive within clusters
    • low inter-class similarity: distinctive between clusters
  • The quality of a clustering method depends on
    • the similarity measure used by the method
    • its implementation, and
    • Its ability to discover some or all of the hidden patterns

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