Association Rules: Frequent ItemsetsExplores Association Rule Mining, emphasizing Frequent Itemsets and Alternative Measures of Interest, including the FP-Growth algorithm and performance comparison.
Data Mining: IntroductionCovers the challenges and opportunities of data mining, practical questions, algorithm components, and applications like shopping basket analysis.
Association Rules MiningCovers association rules mining, focusing on Apriori and FP-growth algorithms to find frequent itemsets and extract rules efficiently.
Association RulesExplores Association Rule Mining, including support, confidence, single- and multi-dimensional rules, and the Apriori algorithm.