李星宇, 段景瑶, 胡小伟. 连续型直觉模糊集的逻辑相似度[J]. 云南大学学报(自然科学版). doi: 10.7540/j.ynu.20220354
引用本文: 李星宇, 段景瑶, 胡小伟. 连续型直觉模糊集的逻辑相似度[J]. 云南大学学报(自然科学版). doi: 10.7540/j.ynu.20220354
LI Xing-yu, DUAN Jing-yao, HU Xiao-wei. Logical similarity of continuous intuitionistic fuzzy sets[J]. Journal of Yunnan University: Natural Sciences Edition. DOI: 10.7540/j.ynu.20220354
Citation: LI Xing-yu, DUAN Jing-yao, HU Xiao-wei. Logical similarity of continuous intuitionistic fuzzy sets[J]. Journal of Yunnan University: Natural Sciences Edition. DOI: 10.7540/j.ynu.20220354

连续型直觉模糊集的逻辑相似度

Logical similarity of continuous intuitionistic fuzzy sets

  • 摘要: 直觉模糊集的相似度被广泛用于模式识别等人工智能领域. 为了解决无限论域上直觉模糊集的相似性度量问题,并将直觉模糊集的相似度分析纳入到逻辑推理的框架之中,借助逻辑算子构造了连续论域上的2种直觉模糊集相似度,一种是先积分后聚合,另一种是先聚合后积分,证明了其满足相似度的4个条件. 进一步,考虑到实际应用中各属性权重的差异,提出了连续论域上的满足归一化条件的加权直觉逻辑相似度,证明了其满足相似度的4个条件. 最后,将所提出的2类相似度应用于模式识别和市场预测等领域,均得到了与直观吻合的结果.

     

    Abstract: The similarity of intuitionistic fuzzy sets is widely used in artificial intelligence fields such as pattern recognition. In order to solve the problem of similarity measurement of intuitionistic fuzzy sets on continuous domain of discourse and incorporate the similarity analysis of intuitionistic fuzzy sets into the framework of logical reasoning, the similarities on continuous domain of discourse with the help of logical operators are constructed, one is integration before aggregation, and the other is aggregation and then integration, which proves that they satisfy the four conditions of similarity. Furthermore, considering the difference in the weights of each attribute in practical application, a weighted intuitionistic logical similarity satisfying the normalization condition on the continuous domain of discourse is proposed, and it is proved that they satisfy the four conditions of similarity. Finally, the two proposed similarities are applied to the fields of pattern recognition and market forecasting, and the results are consistent with the intuition.

     

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