单词的模糊集合:一个新的开始

J. Mendel
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引用次数: 199

摘要

本文首先描述了模糊集的两种方法,抽象数学和词语模型。它证明,通过使用卡尔·波普尔的证伪主义,目前模糊集(FSs)的方法在科学上是不正确的。然后提出了一种新的模糊集理论,该理论基于从反映单词内部和内部不确定性的人-人模糊集收集数据,并将单词模糊集定义为所有这些人模糊集的并集。本文还证明了一个词的内部不确定性可以用2型人模糊集来建模,而单词的内部不确定性可以用每个人的2型模糊集的等加权并来建模。最后,提出了一种求聚类2人FSs的简约参数型2模糊集逼近的方法。这个词的模糊集的新理论是可检验的,因此受到反驳。
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Fuzzy sets for words: a new beginning
This paper begins with a delineation of two approaches to fuzzy sets, abstract mathematics and models for words. It demonstrates, by using Karl Popper's Falsificationism, the present approach to fuzzy sets (FSs) for words is scientifically incorrect. A new theory of fuzzy sets is then presented for words that is based on collecting data from people -person MFs-that reflect intra- and inter-levels of uncertainties about a word, and defines a word FS as the union of all such person fuzzy sets. It also demonstrates that intra-uncertainty about a word can be modeled using type-2 person fuzzy sets, and that inter-uncertainty about a word can be modeled by means of an equally weighted union of each person's type-2 fuzzy set. Finally, it proposes a methodology for obtaining a parsimonious parametric type-2 fuzzy set approximation to the aggregated type-2 person FSs. This new theory of fuzzy sets for words is testable and is therefore subject to refutation.
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