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In statistical classification and machine learning, as well as in social and other sciences, a number of measures of association have been proposed for assessing and comparing individual classifiers, raters, as well as their groups. In this…

机器学习 · 统计学 2020-02-04 Nadezhda Gribkova , Ričardas Zitikis

This paper concerns the development of partial and semi-partial measures of spatial associations in the context of multivariate spatial lattice data which describe global or local associations among spatially aggregated measurements for…

统计方法学 · 统计学 2019-06-05 Matthias Eckardt , Jorge Mateu

As a rule statistical measures are often vulnerable to the presence of outliers and spatial correlation coefficients, critical in the assessment of spatial data, remain susceptible to this inherent flaw. In contexts where data originates…

统计方法学 · 统计学 2024-02-13 Vincenzo Nardelli , Giuseppe Arbia

Let $\pi\in \Pi(\mu,\nu)$ be a coupling between two probability measures $\mu$ and $\nu$ on a Polish space. In this article we propose and study a class of nonparametric measures of association between $\mu$ and $\nu$, which we call…

统计理论 · 数学 2021-11-05 Johannes Wiesel

We show that, on any given finite Borel measure space with the ambient space being a Polish metric space, every Borel real-valued function is almost a bounded, uniformly continuous function in the sense that for every $\varepsilon > 0$…

泛函分析 · 数学 2020-08-04 Yu-Lin Chou

Assessing agreement between two instruments is crucial in clinical studies to evaluate the similarity between two methods measuring the same subjects. This paper introduces a novel coefficient, termed rho1, to measure agreement between…

统计方法学 · 统计学 2025-07-11 Ronny Vallejos , Felipe Osorio , Clemente Ferrer

Collapsibility deals with the conditions under which a conditional (on a covariate W) measure of association between two random variables X and Y equals the marginal measure of association, under the assumption of homogeneity over the…

统计理论 · 数学 2011-12-30 P. Vellaisamy

We introduce the coverage correlation coefficient, a novel nonparametric measure of statistical association designed to quantifies the extent to which two random variables have a joint distribution concentrated on a singular subset with…

统计方法学 · 统计学 2025-08-18 Xuzhi Yang , Mona Azadkia , Tengyao Wang

The partial correlation coefficient is a commonly used measure to assess the conditional dependence between two random variables. We provide a thorough explanation of the partial copula, which is a natural generalization of the partial…

统计方法学 · 统计学 2017-06-13 Fabian Spanhel , Malte S. Kurz

We introduce a correlation coefficient that is designed to deal with a variety of ranking formats including those containing non-strict (i.e., with-ties) and incomplete (i.e., unknown) preferences. The correlation coefficient is designed to…

应用统计 · 统计学 2019-02-19 Yeawon Yoo , Adolfo R. Escobedo , J. Kyle Skolfield

The discussion focuses on metric covariance, a new association measure between paired random objects in a metric space, developed by Dubey and M\"uller, and on its relationship with other similar concepts which have previously appeared in…

统计方法学 · 统计学 2020-01-13 Dino Sejdinovic

Coherence and correlations represent two related properties of a compound system. The system can be, for instance, the polarization of a photon, which forms part of a polarization-entangled two-photon state, or the spatial shape of a…

量子物理 · 物理学 2015-12-01 Jiří Svozilík , Adam Vallés , Jan Peřina , Juan P. Torres

Not a matter of serious contention, Pearson's correlation coefficient is still the most important statistical association measure. Restricted to just two variables, this measure sometimes doesn't live up to users' needs and expectations.…

数理金融 · 定量金融 2024-02-02 Reza Salimi , Kamran Pakizeh

It is introduced a certain approach for equipment of an arbitrary set of the cardinality of the continuum by structures of Polish groups and two-sided (left or right) invariant Haar measures. By using this approach we answer positively…

泛函分析 · 数学 2016-08-17 Gogi Rauli Pantsulaia

It is surprising that last two decades many works in time series data mining and clustering were concerned with measures of similarity of time series but not with measures of association that can be used for measuring possible direct and…

机器学习 · 计算机科学 2014-05-21 Ildar Batyrshin

Multivariate correlation analysis plays a key role in various fields such as statistics and big data analytics. In this paper, it is presented a new non-parametric association measure between more than two variables based on the concept of…

统计方法学 · 统计学 2024-02-13 Eloi Martinez-Rabert

Distance correlation is a recent extension of Pearson's correlation, that characterises general statistical independence between Euclidean-space-valued random variables, not only linear relations. This review delves into how and when…

统计理论 · 数学 2020-09-30 Fernando Castro-Prado , Wenceslao González-Manteiga

We extend some of the measures of association defined by Lazarsfeld and Martin, obtaining useful invariants to compare the birational geometry of two varieties having different dimensions. We explore such invariants providing examples and…

代数几何 · 数学 2024-07-23 Giovanni Passeri

This paper suggests five measures of association between two random vectors X = (X_1, ..., X_p) and Y = (Y_1, ..., Y_q). They are copula based and therefore invariant with respect to the marginal distributions of the components X_i and Y_j.…

统计方法学 · 统计学 2011-07-25 Oliver Grothe , Friedrich Schmid , Julius Schnieders , Johan Segers

This article reviews a generous sampling of both classical and more recent results on the interplay between measurable and topological dynamics. In the first part we have surveyed the strong analogies between ergodic theory and topological…

动力系统 · 数学 2007-05-23 E. Glasner , B. Weiss
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