Mining Frequent Patterns-Introduction-Applications-DWDM
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YouTubeD Sumathi
Mining Frequent Patterns-Introduction-Applications-DWDM
What Is Frequent Pattern Analysis? Why Is Freq. Pattern Mining Important? Basic Concepts: Frequent Patterns and Association Rules Frequent pattern: a pattern (a set of items, subsequences, substructures, etc.) that occurs frequently in a data set Motivation: Finding inherent regularities in data What products were often purchased together ...
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Frequent pattern discovery Frequent Pattern Mining Algorithms
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(Implementation project) Using a programming language that you are familiar with, such as C or Java, implement three frequent itemset mining algorithms introduced in this chapter: (1) Apriori [AS94b], (2) FP-growth [HPY00], and (3) Eclat [Zak00] (mining using the vertical data format). Compare the performance of each algorithm with various kinds of large data sets. Write a report to analyze the situations (e.g., data size, data distribution, minimal support threshold setting, and pattern densi
(Implementation project) Using a programming language that you are familiar with, such as C or Java, implement three frequent itemset mining algorithms introduced in this chapter: (1) Apriori [AS94b], (2) FP-growth [HPY00], and (3) Eclat [Zak00] (mining using the vertical data format). Compare the performance of each algorithm with various kinds of large data sets. Write a report to analyze the situations (e.g., data size, data distribution, minimal support threshold setting, and pattern densi
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