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Why Is Freq. Pattern Mining Important?

  • Freq. pattern: An intrinsic and important property of datasets
  • Foundation for many essential data mining tasks
    • Association, correlation, and causality analysis
    • Sequential, structural (e.g., sub-graph) patterns
    • Pattern analysis in spatiotemporal, multimedia, time-series, and stream data
    • Classification: discriminative, frequent pattern analysis
    • Cluster analysis: frequent pattern-based clustering
    • Data warehousing: iceberg cube and cube-gradient
    • Semantic data compression: fascicles
    • Broad applications

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