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This dissertation presents novel methodologies and algorithms for frequent pattern mining and incremental frequent pattern mining. It details the development and evaluation of new algorithms, including NCLAT—a near candidate-less Apriori modification—and UWEP, an incremental algorithm designed to efficiently update frequent itemsets with the introduction of new data. The work explores the challenges and solutions within the field of data mining, specifically focusing on the optimization of...
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