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Similarity metric which is not positive definite, and present a general theorem which provides a large family of similarity metrics which are positive definite.

泛函分析 · 数学 2023-07-21 Daniel Alpay , Liora Mayats-Alpay

We construct a class of real-valued nonnegative binary functions on a set of jointly distributed random variables, which satisfy the triangle inequality and vanish at identical arguments (pseudo-quasi-metrics). These functions are useful in…

概率论 · 数学 2016-02-12 Ehtibar N. Dzhafarov , Janne V. Kujala

S-metric and b-metric spaces are metrizable, but it is still quite impossible to get an explicit form of the concerned metric function. To overcome this, the notion of $\phi$-metric is developed by making a suitable modification in triangle…

综合数学 · 数学 2023-08-21 Abhishikta Das , Anirban Kundu , T. Bag

Symmetries and isomorphisms play similar conceptual roles when we consider how models represent physical situations, but they are formally distinct, as two models related by symmetries are not typically isomorphic. I offer a rigorous…

物理学史与哲学 · 物理学 2024-07-22 Lu Chen

Discrete partially ordered sets can be turned into distance spaces in several ways. The distance functions may or may not satisfy the triangle inequality, and restriction of the distance to finite chains may or may not coincide with the…

组合数学 · 数学 2018-02-27 Stephan Foldes

The theory of descriptive nearness is usually adopted when dealing with sets that share some common properties even when the sets are not spatially close, i.e., the sets have no members in common. Set description results from the use of…

一般拓扑 · 数学 2016-09-21 A. Di Concilio , C. Guadagni , J. F. Peters , S. Ramanna

It is perhaps not widely recognized that certain common notions of distance between probability measures have an alternative dual interpretation which compares corresponding functionals against suitable families of test functions. This dual…

系统与控制 · 计算机科学 2014-09-16 Lipeng Ning , Tryphon T. Georgiou

Measures play an important role in the characterisation of various function spaces. In this paper, the structure of density measures will be investigated. These are elements of the dual of the space of essentially bounded func- tions. The…

度量几何 · 数学 2017-10-09 Moritz Schönherr , Friedemann Schuricht

For a metric space $(A,d)$, and a set $\Sigma$ of equations, a quantity is introduced that measures how far continuous operations must deviate from satisfying $\Sigma$ on $(A,d)$. }

环与代数 · 数学 2015-04-07 Walter Taylor

Let (X,d) be a metric space and m\in X. Suppose that \phi:X\times X\to\mathbold{R} is a nonnegative symmetric function. We define a metric d^{\phi,m} on X which is equivalent to d. If d^{\phi,m} is totally bounded, its completion is a…

几何拓扑 · 数学 2007-10-02 Young Deuk Kim

In this note, we present a novel measure of similarity between two functions. It quantifies how the sub-optimality gaps of two functions convert to each other, and unifies several existing notions of functional similarity. We show that it…

机器学习 · 计算机科学 2025-01-15 Chengpiao Huang , Kaizheng Wang

We prove that a symmetric nonnegative function of two variables on a Lebesgue space that satisfies the triangle inequality for almost all triples of points is equivalent to some semimetric. Some other properties of metric triples (spaces…

度量几何 · 数学 2011-12-13 F. V. Petrov , P. B. Zatitskiy

Similarity functions measure how comparable pairs of elements are, and play a key role in a wide variety of applications, e.g., notions of Individual Fairness abiding by the seminal paradigm of Dwork et al., as well as Clustering problems.…

机器学习 · 计算机科学 2023-10-24 Leonidas Tsepenekas , Ivan Brugere , Freddy Lecue , Daniele Magazzeni

Differential logical relations are a method to measure distances between higher-order programs. They differ from standard methods based on program metrics in that differences between functional programs are themselves functions, relating…

计算机科学中的逻辑 · 计算机科学 2025-05-05 Ugo Dal Lago , Naohiko Hoshino , Paolo Pistone

Bisimulation metrics provide a robust and accurate approach to study the behavior of nondeterministic probabilistic processes. In this paper, we propose a logical characterization of bisimulation metrics based on a simple probabilistic…

计算机科学中的逻辑 · 计算机科学 2016-10-27 Valentina Castiglioni , Daniel Gebler , Simone Tini

We study the metric structure of walks on graphs, understood as Lipschitz sequences. To this end, a weighted metric is introduced to handle sequences, enabling the definition of distances between walks based on stepwise vertex distances and…

机器学习 · 计算机科学 2025-08-28 R. Arnau , A. González Cortés , E. A. Sánchez Pérez , S. Sanjuan

The distance on a set is a comparative function. The smaller the distance between two elements of that set, the closer, or more similar, those elements are. Fr\'echet axiomatized the distance into what is today known as a metric. In this…

一般拓扑 · 数学 2016-07-05 Samer Assaf

In the paper, the authors establish three kinds of double inequalities for the trigamma function in terms of the exponential function to powers of the digamma function. These newly established inequalities extend some known results. The…

经典分析与常微分方程 · 数学 2015-12-17 Feng Qi , Cristinel Mortici

Usually, density functional models are considered approximations to density functional theory, However, there is no systematic connection between the two, and this can make us doubt about a linkage. This attitude can be further enforced by…

化学物理 · 物理学 2020-11-10 Andreas Savin

Trigonometry is the study of circular functions, which are functions defined on the unit circle $x^2+y^2 =1$, where distances are measured using the Euclidean norm. When distances are measured using the $L_p$-norm, we get generalized…

经典分析与常微分方程 · 数学 2021-09-30 Sunil Chebolu , Andrew Hatfield , Riley Klette , Christopher Moore , Elizabeth Warden
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