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CLIQUE: The Major Steps

  • Partition the data space and find the number of points that lie inside each cell of the partition.
  • Identify the subspaces that contain clusters using the Apriori principle
  • Identify clusters
    • Determine dense units in all subspaces of interests
    • Determine connected dense units in all subspaces of interests.
  • Generate minimal description for the clusters
    • Determine maximal regions that cover a cluster of connected dense units for each cluster
    • Determination of minimal cover for each cluster

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