Grey angle cosine relational degree model based on generalized greyness of interval grey number

IF 3.2 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
Li Zhang, Xican Li
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引用次数: 0

Abstract

Purpose

Aim to the limitations of grey relational analysis of interval grey number, based on the generalized greyness of interval grey number, this paper tries to construct a grey angle cosine relational degree model from the perspective of proximity and similarity.

Design/methodology/approach

Firstly, the algorithms of the generalized greyness of interval grey number and interval grey number vector are given, and its properties are analyzed. Then, based on the grey relational theory, the grey angle cosine relational model is proposed based on the generalized greyness of interval grey number, and the relationship between the classical cosine similarity model and the grey angle cosine relational model is analyzed. Finally, the validity of the model in this paper is illustrated by the calculation examples and an application example of related factor analysis of maize yield.

Findings

The results show that the grey angle cosine relational degree model has strict theoretical basis, convenient calculation and is easy to program, which can not only fully utilize the information of interval grey numbers but also overcome the shortcomings of greyness relational degree model. The grey angle cosine relational degree is an extended form of cosine similarity degree of real numbers. The calculation examples and the related factor analysis of maize yield show that the model proposed in this paper is feasible and valid.

Practical implications

The research results not only further enrich the grey system theory and method but also provide a basis for the grey relational analysis of the sequences in which the interval grey numbers coexist with the real numbers.

Originality/value

The paper succeeds in realizing the algorithms of the generalized greyness of interval grey number and interval grey number vector, and the grey angle cosine relational degree, which provide a new method for grey relational analysis.

基于广义灰度区间灰度数的灰度角余弦关系度模型
目的针对区间灰度数灰色关系分析的局限性,本文在区间灰度数广义灰度的基础上,尝试从接近性和相似性的角度构建灰度角余弦关系度模型。设计/方法/步骤首先给出了区间灰度数广义灰度和区间灰度数向量的算法,并分析了其性质。然后,以灰色关系理论为基础,提出了基于区间灰度的广义余弦灰度关系模型,并分析了经典余弦相似度模型与灰度余弦关系模型之间的关系。结果表明,灰度余弦关系度模型具有严密的理论依据,计算方便,易于编程,既能充分利用区间灰度数的信息,又克服了灰度关系度模型的缺点。灰度角余弦关系度是实数余弦相似度的扩展形式。研究成果不仅进一步丰富了灰色系统理论和方法,而且为区间灰色数与实数共存序列的灰色关系分析提供了依据。
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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来源期刊
Grey Systems-Theory and Application
Grey Systems-Theory and Application MATHEMATICS, INTERDISCIPLINARY APPLICATIONS-
CiteScore
4.80
自引率
13.80%
发文量
22
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