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Association Analysis

Traditional Apriori Implementation.

  • Loading latest MovieLens dataset (here)
    • Data transformation into transactions (baskets)
    • Supported data sets : ml_1m, ml_10m, ml_100k, ml_latest_small.
  • Frequent Itemset Generation
    • Traditional Apriori first Itemset generation as described here.
    • Apriori-gen using F_(k-1)XF_(k-1) Method
    • Support Counting using candidates hash trees.
  • Association Rules Generation
    • Confidence-Based Pruning
    • Rule Genaration using Apriori-gen
  • Swing GUI, CLI support

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Traditional Apriori Implementation

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