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Learn Apriori Algorithm in Data Mining - Great Learning
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2021年11月3日
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Apriori Algorithm Examples
Association RuleExercise 1. AprioriTrace the results of using the Apriori algorithm on the grocery store example with support threshold s = 33.34% and confidence threshold c = 60%. Show the candidate and frequent itemsets for each database scan. Enumerate all the final frequent itemsets. Also indicate the association rules that are generated and highlight the strong ones, sort them by confidence.Transaction IDItemsT1HotDogs, Buns, KetchupT2HotDogs, BunsT3HotDogs, Coke, ChipsT4Chips, CokeT5Chips,
Association RuleExercise 1. AprioriTrace the results of using the Apriori algorithm on the grocery store example with support threshold s = 33.34% and confidence threshold c = 60%. Show the candidate and frequent itemsets for each database scan. Enumerate all the final frequent itemsets. Also indicate the association rules that are generated and highlight the strong ones, sort them by confidence.Transaction IDItemsT1HotDogs, Buns, KetchupT2HotDogs, BunsT3HotDogs, Coke, ChipsT4Chips, CokeT5Chips,
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In the Apriori algorithm, we can use a hash tree data structure to efficiently count the support of candidate itemsets. Consider the hash treefor candidate 3-itemsets shown in Figure 6.32.(a) Based on this figure, how many candidate 3-itemsets are there in total?(b) Given a transaction that contains items 1, 2, 5, 6, 8, which of the hash tree leaf nodes will be visited when finding the candidate 3-itemsets contained in the transaction?(c) Use the visited leaf nodes in part (b) to determine the c
In the Apriori algorithm, we can use a hash tree data structure to effici…
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