Data Mining and Knowledge Discovery

  1. Association Rule Mining
    1. Association Analysis Fundamentals
      1. Market Basket Analysis
        1. Itemset Concepts
          1. Support and Confidence Measures
            1. Lift and Interest Measures
              1. Rule Quality Assessment
              2. Frequent Itemset Mining
                1. Apriori Algorithm
                  1. Candidate Generation
                    1. Support Counting
                      1. Pruning Strategies
                        1. Algorithm Optimization
                        2. FP-Growth Algorithm
                          1. FP-Tree Construction
                            1. Conditional Pattern Bases
                              1. Recursive Mining
                              2. Eclat Algorithm
                                1. Vertical Data Format
                                  1. Intersection-Based Mining
                                  2. Alternative Algorithms
                                    1. AprioriTid
                                      1. DHP Algorithm
                                        1. Sampling-Based Methods
                                      2. Association Rule Generation
                                        1. Rule Extraction from Frequent Itemsets
                                          1. Confidence-Based Filtering
                                            1. Lift-Based Evaluation
                                              1. Rule Ranking Methods
                                              2. Advanced Association Mining
                                                1. Multi-Level Association Rules
                                                  1. Multi-Dimensional Association Rules
                                                    1. Quantitative Association Rules
                                                      1. Sequential Pattern Mining
                                                        1. Constraint-Based Mining

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                                                      6. Clustering Analysis

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                                                      8. Advanced Mining Techniques