A Vector Similarity Measure for Interval Type-2 Fuzzy Sets

Dongrui Wu, J. Mendel
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引用次数: 28

Abstract

Fuzzy logic is frequently used in computing with words (CWW). When input words to a CWW engine are modeled by interval type-2 fuzzy sets (IT2 FSs), the CWW engine's output can also be an IT2 FS, A tilde, which needs to be mapped to a linguistic label so that it can be understood. Because each linguistic label is represented by an IT2 FS Bi, there is a need to compare the similarity of A tilde and B tildei to find the B tildei most similar to A tilde. In this paper, a vector similarity measure (VSM) is proposed for IT2 FSs, whose two elements measure the similarity in shape and proximity, respectively. A comparative study shows that the VSM gives more reasonable results than all other existing similarity measures for IT2 FSs.
区间2型模糊集的向量相似性度量
模糊逻辑是词计算(CWW)中常用的一种方法。当输入到CWW引擎的单词通过区间2型模糊集(it2fs)建模时,CWW引擎的输出也可以是it2fs,波浪,需要将其映射到语言标签以便于理解。由于每个语言标签都由IT2 FS Bi表示,因此需要比较a波浪和B波浪的相似性,以找到与a波浪最相似的B波浪。本文提出了一种针对IT2 FSs的向量相似性度量方法(VSM),其中两个元素分别度量形状和接近度的相似性。对比研究表明,VSM对IT2 FSs的相似性度量结果比现有的所有相似度量结果更合理。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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