Picture Hesitant Fuzzy Clustering Based on Generalized Picture Hesitant Fuzzy Distance Measures

Zeeshan Ali, T. Mahmood, K. Ullah
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引用次数: 2

Abstract

Certain scholars have generalized the theory of fuzzy set, but the theory of picture hesitant fuzzy set (PHFS) has received massive attention from distinguished scholars. PHFS is the combination of picture fuzzy set (PFS) and hesitant fuzzy set (HFS) to cope with awkward and complicated information in real-life issues. The well-known characteristic of PHFS is that the sum of the maximum of the membership, abstinence, and non-membership degree is limited to the unit interval. This manuscript aims to develop some generalized picture hesitant distance measures (GPHDMs) as a generalization of generalized picture distance measures (GPDMs). The properties of developed distance measures are investigated, and the generalization of developed theory is proved with the help of some remarks and examples. A clustering problem is solved using GPHDMs and the results obtained are explored. Some advantages of the proposed work are discussed, and some concluding remarks based on the summary of the proposed work and as well as future directions, are added.
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基于广义图像犹豫模糊距离测度的图像犹豫模糊聚类
一些学者对模糊集理论进行了推广,但图像犹豫模糊集理论(PHFS)得到了学者们的广泛关注。PHFS是将图像模糊集(PFS)和犹豫模糊集(HFS)相结合,用于处理现实问题中棘手和复杂的信息。PHFS的一个众所周知的特点是隶属度、禁欲度和非隶属度的最大值之和被限制在单位区间内。本文旨在发展广义图像犹豫距离测度(gphdm)作为广义图像距离测度(GPDMs)的推广。研究了已发展的距离测度的性质,并用一些注释和实例证明了已发展理论的泛化性。利用gphdm解决了一个聚类问题,并对得到的结果进行了探讨。讨论了本文工作的优点,并在总结本文工作的基础上,对今后的研究方向作了总结。
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