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 Rule MiningIntroduces association rule mining, covering support, confidence, Apriori algorithm, and FP-growth for frequent itemset discovery.
Association RulesExplores Association Rule Mining, including support, confidence, single- and multi-dimensional rules, and the Apriori algorithm.