论典型双变量协方差的可微分性和质量分布

IF 3.2 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Fuzzy Sets and Systems Pub Date : 2024-10-16 DOI:10.1016/j.fss.2024.109150
Nicolas Pascal Dietrich, Wolfgang Trutschnig
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引用次数: 0

摘要

尽管共线性通常被视为分析上平滑/规则的对象,但必须谨慎处理共线性的导数。最近发表的一项结果通过偏导数的(d-1)递增来描述多变量共线性,受此启发,我们详细研究了二变量设置,并证明共线性的无差异点集合可能相当大。我们首先构建了共线方程 C 的实例,其第一偏导数 ∂1C(x,y)是病态的,即对于几乎每一个 x∈(0,1),它都不存在于 y∈(0,1)的稠密子集上,然后证明这些共线方程的族是稠密的。由于在通常考虑的子族中,更多的规则性可能是典型的,因此我们将重点放在双变量极值共线性(EVC)上,并证明拓扑上典型的 EVC 不是绝对连续的,而是具有退化的离散分量,这意味着在这一类中,典型的 ∂1C(x,y) 存在于全(0,1)2 中。考虑到协方差的正则性与其质量分布密切相关,我们接下来研究拓扑典型协方差的质量分布,并证明拓扑典型双变量协方差互为完全依赖且具有全支持这一惊人事实。此外,我们用[0,1]上与之相关的皮康斯隶属度量ϑ来描述EVC,证明ϑ的正则性会延续到相应的EVC,并证明所有EVC的绝对连续、离散和奇异分量具有全支持的子族在所有EVC类中是密集的。
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On differentiability and mass distributions of typical bivariate copulas
Despite the fact that copulas are commonly considered as analytically smooth/regular objects, derivatives of copulas have to be handled with care. Triggered by a recently published result characterizing multivariate copulas via (d1)-increasingness of their partial derivative we study the bivariate setting in detail and show that the set of non-differentiability points of a copula may be quite large. We first construct examples of copulas C whose first partial derivative 1C(x,y) is pathological in the sense that for almost every x(0,1) it does not exist on a dense subset of y(0,1), and then show that the family of these copulas is dense. Since in commonly considered subfamilies more regularity might be typical, we then focus on bivariate Extreme Value copulas (EVCs) and show that a topologically typical EVC is not absolutely continuous but has degenerated discrete component, implying that in this class typically 1C(x,y) exists in full (0,1)2.
Considering that regularity of copulas is closely related to their mass distributions we then study mass distributions of topologically typical copulas and prove the surprising fact that topologically typical bivariate copulas are mutually completely dependent with full support. Furthermore, we use the characterization of EVCs in terms of their associated Pickands dependence measures ϑ on [0,1], show that regularity of ϑ carries over to the corresponding EVC and prove that the subfamily of all EVCs whose absolutely continuous, discrete and singular component has full support is dense in the class of all EVCs.
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来源期刊
Fuzzy Sets and Systems
Fuzzy Sets and Systems 数学-计算机:理论方法
CiteScore
6.50
自引率
17.90%
发文量
321
审稿时长
6.1 months
期刊介绍: Since its launching in 1978, the journal Fuzzy Sets and Systems has been devoted to the international advancement of the theory and application of fuzzy sets and systems. The theory of fuzzy sets now encompasses a well organized corpus of basic notions including (and not restricted to) aggregation operations, a generalized theory of relations, specific measures of information content, a calculus of fuzzy numbers. Fuzzy sets are also the cornerstone of a non-additive uncertainty theory, namely possibility theory, and of a versatile tool for both linguistic and numerical modeling: fuzzy rule-based systems. Numerous works now combine fuzzy concepts with other scientific disciplines as well as modern technologies. In mathematics fuzzy sets have triggered new research topics in connection with category theory, topology, algebra, analysis. Fuzzy sets are also part of a recent trend in the study of generalized measures and integrals, and are combined with statistical methods. Furthermore, fuzzy sets have strong logical underpinnings in the tradition of many-valued logics.
期刊最新文献
General multifractal dimensions of measures Subsethood measures based on cardinality of type-2 fuzzy sets Lattice-valued coarse structures A note on t-norms having additive generators Subresiduated Nelson algebras
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