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Basic Steps to Develop a Clustering Task

  • Feature selection
    • Select info concerning the task of interest
    • Minimal information redundancy
  • Proximity measure
    • Similarity of two feature vectors
  • Clustering criterion
    • Expressed via a cost function or some rules
  • Clustering algorithms
    • Choice of algorithms
  • Validation of the results
    • Validation test (also, clustering tendency test)
  • Interpretation of the results
    • Integration with applications

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