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Discovering frequent patterns is one of the essential topic data mining. A new algorithm based on the two-way-hybrid search for frequent itemsets mining is proposed. 1) A hierarchical search space organization is presented, based on which the original search space can be recursively decomposed into some smaller independent pieces. 2) A novel HFMI algorithm, which explores a flexible two-way-hybrid...