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One problem Apriori algorithm and other algorithms in the field association rules mining, this is user must determine the threshold minimum-support.
Feature Selection by Mining Optimized Association Rules Based on Apriori Algorithm In this paper, the authors present a novel feature selection based on association rule mining using reduced dataset.