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We study the positive-definiteness of a family of $L^2(\mathbf{R})$ integral operators with kernel $K_{t, a}(x, y) = (1 + (x - y)^2 + a(x^2 + y^2)^t)^{-1}$, with $t > 0$ and $a > 0$. When $0 < t \le 1$, the known theory of positive-definite…

泛函分析 · 数学 2021-05-17 Charles E. Baker

We present accurate upper and lower bounds for the covering numbers, with explicit constants, of the unit ball for two general classes of Reproducing Kernel Hilbert Space (RKHS) on the unit sphere of $\mathbb{R}^{d+1}$. In both classes, the…

泛函分析 · 数学 2026-01-29 T. Jordão , K. Gonzalez

The theory of positive kernels and associated reproducing kernel Hilbert spaces, especially in the setting of holomorphic functions, has been an important tool for the last several decades in a number of areas of complex analysis and…

算子代数 · 数学 2016-02-03 Joseph A. Ball , Gregory Marx , Victor Vinnikov

We propose a framework for 2D shape analysis using positive definite kernels defined on Kendall's shape manifold. Different representations of 2D shapes are known to generate different nonlinear spaces. Due to the nonlinearity of these…

计算机视觉与模式识别 · 计算机科学 2014-12-16 Sadeep Jayasumana , Mathieu Salzmann , Hongdong Li , Mehrtash Harandi

In this article, we use the knowledge of positive definite tensors to develop a concept of positive definite multi-kernels to construct the kernel-based interpolants of scattered data. By the techniques of reproducing kernel Banach spaces,…

数值分析 · 数学 2021-11-08 Qi Ye

The positive definiteness of real quadratic forms with convolution structures plays an important role in stability analysis for time-stepping schemes for nonlocal operators.In this work, we present a novel analysis tool to handle discrete…

数值分析 · 数学 2023-11-23 Hong-lin Liao , Tao Tang , Tao Zhou

For a fixed integer $d\geq 1$, we show that two quasitoric manifolds over a product of $d$-simplices are homotopy equivalent after appropriate localization, provided that their integral cohomology rings are isomorphic.

代数拓扑 · 数学 2024-05-03 Xin Fu , Tseleung So , Jongbaek Song , Stephen Theriault

The aim of the paper is to give a full characterization of functions f from I into the real line R (where I is an interval in R that satisfies certain natural conditions) such that for any I-valued positive definite kernel K defined on an…

泛函分析 · 数学 2020-01-13 Piotr Niemiec

Universal kernels, whose Reproducing Kernel Hilbert Space is dense in the space of continuous functions are of great practical and theoretical interest. In this paper, we introduce an explicit construction of universal kernels on compact…

泛函分析 · 数学 2025-10-09 Eloi Tanguy

In this paper, we give a new approach to the theory of strictly positive kernels. Our method is based on the structure of Fock spaces. As its applications, various examples of strictly positive kernels are given. Moreover, we give a new…

泛函分析 · 数学 2022-09-28 Michio Seto

We study properties of strongly separately continuous mappings defined on subsets of products of topological spaces equipped with the topology of pointwise convergence. In particular, we give a necessary and sufficient condition for a…

一般拓扑 · 数学 2014-11-26 Olena Karlova , Volodymyr Mykhaylyuk

We deal with the comparison of space-time covariance kernels having, either, full, spatially dynamical, or space-time compact support. Such a comparison is based on compatibility of these covariance models under fixed domain asymptotics,…

统计理论 · 数学 2023-06-13 Tarik Faouzi , Reinhard Furrer , Emilio Porcu

We present new classes of positive definite kernels on non-standard spaces that are integrally strictly positive definite or characteristic. In particular, we discuss radial kernels on separable Hilbert spaces, and introduce broad classes…

机器学习 · 统计学 2022-06-16 Johanna Ziegel , David Ginsbourger , Lutz Dümbgen

In this paper we elaborate on the interplay between energy optimization, positive definiteness, and discrepancy. In particular, assuming the existence of a $K$-invariant measure $\mu$ with full support, we show that conditional positive…

经典分析与常微分方程 · 数学 2021-10-11 Dmitriy Bilyk , Ryan Matzke , Oleksandr Vlasiuk

Motivated by applications to the study of stochastic processes, we introduce a new analysis of positive definite kernels $K$, their reproducing kernel Hilbert spaces (RKHS), and an associated family of feature spaces that may be chosen in…

泛函分析 · 数学 2017-07-27 Palle Jorgensen , Feng Tian

Highly localized kernels based on orthogonal polynomials have been studied and utilized over several regular domains. Much of the results deduced via these kernels can be treated uniformly in the framework of localizable spaces of…

经典分析与常微分方程 · 数学 2024-06-25 Yuan Xu

This work is motivated by the frequent occurrence of boundary value problems with various boundary conditions in the modeling of some problems in engineering and physical science. Here we propose a new technique to force the positive…

数值分析 · 数学 2019-06-19 Babak Azarnavid , Mohammad Nabati , Mahdi Emamjome , Kourosh Parand

Models like support vector machines or Gaussian process regression often require positive semi-definite kernels. These kernels may be based on distance functions. While definiteness is proven for common distances and kernels, a proof for a…

机器学习 · 计算机科学 2018-07-11 Martin Zaefferer , Thomas Bartz-Beielstein , Günter Rudolph

We introduce a natural concept of positive definiteness for bundle maps between Fell bundles over (possibly different) discrete groups and describe several examples. Such maps induce completely positive maps between the associated full…

算子代数 · 数学 2025-07-03 Erik Bédos , Roberto Conti

The composition operators preserving total non-negativity and total positivity for various classes of kernels are classified, following three themes. Letting a function act by post composition on kernels with arbitrary domains, it is shown…

泛函分析 · 数学 2023-09-27 Alexander Belton , Dominique Guillot , Apoorva Khare , Mihai Putinar