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    ARTICLE

    Attribute Reduction on Decision Tables Based on Hausdorff Topology

    Nguyen Long Giang1, Tran Thanh Dai2, Le Hoang Son3, Tran Thi Ngan4, Nguyen Nhu Son1, Cu Nguyen Giap5,*

    CMC-Computers, Materials & Continua, Vol.81, No.2, pp. 3097-3124, 2024, DOI:10.32604/cmc.2024.057383 - 18 November 2024

    Abstract Attribute reduction through the combined approach of Rough Sets (RS) and algebraic topology is an open research topic with significant potential for applications. Several research works have introduced a strong relationship between RS and topology spaces for the attribute reduction problem. However, the mentioned recent methods followed a strategy to construct a new measure for attribute selection. Meanwhile, the strategy for searching for the reduct is still to select each attribute and gradually add it to the reduct. Consequently, those methods tended to be inefficient for high-dimensional datasets. To overcome these challenges, we use the… More >

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