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Kernel methods are a popular class of nonlinear predictive models in machine learning. Scalable algorithms for learning kernel models need to be iterative in nature, but convergence can be slow due to poor conditioning. Spectral…

机器学习 · 统计学 2024-01-26 Amirhesam Abedsoltan , Parthe Pandit , Luis Rademacher , Mikhail Belkin

An important open problem in geometric complex analysis is to find algorithms for explicit determination of basic functionals intrinsically connected with conformal and quasiconformal maps, such as their Teichmuller and Grunsky norms,…

复变函数 · 数学 2018-06-08 Samuel L. Krushkal

The natural kinship between classical theories of interpolation and approximation is well explored. In contrast to this, the interrelation between interpolation and approximation is subtle and this duality is relatively obscure in the…

动力系统 · 数学 2021-04-08 K. K. Pandey , P. Viswanathan

For bounded right linear operators, in a right quaternionic Hilbert space with a left multiplication defined on it, we study the approximate $S$-point spectrum. In the same Hilbert space, then we study the Fredholm operators and the…

泛函分析 · 数学 2018-10-12 B. Muraleetharan , K. Thirulogasanthar

The method of using periodic approximations to compute the spectral decomposition of the Koop- man operator is generalized to the class of measure-preserving flows on compact metric spaces. It is shown that the spectral decomposition of the…

动力系统 · 数学 2018-06-28 Nithin Govindarajan , Ryan Mohr , Shivkumar Chandrasekaran , Igor Mezić

This investigation seeks to establish the practicality of numerical frame approximations. Specifically, it develops a new method to approximate the inverse frame operator and analyzes its convergence properties. It is established that…

数值分析 · 数学 2012-03-30 Guohui Song , Anne Gelb

This work is concerned with the convex analysis of functions defined on (not necessarily finite-dimensional) Hilbert spaces whose values depend solely on a certain ``spectrum'' of the arguments, a class we term ``spectral functions.'' We…

最优化与控制 · 数学 2026-03-11 Hòa T. Bùi , Minh N. Bùi , Christian Clason

We study adjointable, bounded operators on the direct sum of two copies of the standard Hilbert C*-module over a unital C*-algebra A that are given by upper triangular 2 by 2 operator matrices. Using the definition of A-Fredholm and…

泛函分析 · 数学 2020-12-08 Stefan Ivkovic

We develop methodology allowing to simulate a stationary functional time series defined by means of its spectral density operators. Our framework is general, in that it encompasses any such stationary functional time series, whether linear…

统计方法学 · 统计学 2020-07-17 Tomáš Rubín , Victor M. Panaretos

We provide one theorem of spectral equivalence of Koopman operators of an original dynamical system and its reconstructed one through the delay-embedding technique. The theorem is proved for measure-preserving maps (e.g. dynamics on compact…

动力系统 · 数学 2017-06-06 Yoshihiko Susuki , Kyoichi Sako , Takashi Hikihara

Spectral polynomial approximation of smooth functions allows real-time manipulation of and computation with them, as in the Chebfun system. Extension of the technique to two-dimensional and three-dimensional functions on hyperrectangles has…

数值分析 · 数学 2019-01-21 Kevin W. Aiton , Tobin A. Driscoll

Convex regression is the problem of fitting a convex function to a data set consisting of input-output pairs. We present a new approach to this problem called spectrahedral regression, in which we fit a spectrahedral function to the data,…

最优化与控制 · 数学 2021-11-01 Eliza O'Reilly , Venkat Chandrasekaran

In noncommutative geometry one is interested in invariants such as the Fredholm index or spectral flow and their calculation using cyclic cocycles. A variety of formulae have been established under side conditions called summability…

算子代数 · 数学 2009-12-16 Denis Potapov , Fyodor Sukochev

This paper considers the approximation of spatial convolution with a given radial integral kernel. Previous studies have demonstrated that approximating spatial convolution using a system of partial differential equations (PDEs) can…

偏微分方程分析 · 数学 2025-04-15 Hiroshi Ishii , Yoshitaro Tanaka

We analyze the problem of evolution in a system with stochastic perturbation and point out that analytic properties of the noise present in the system might determine spectral properties of the evolution operator (Frobenius-Perron…

混沌动力学 · 物理学 2009-11-07 A. Ostruszka , K. Zyczkowski

We consider the calculation of the band structure of frequency dependent photonic crystals. The associated eigenvalue problem is nonlinear and it is challenging to develop effective convergent numerical methods. In this paper, the band…

数值分析 · 数学 2020-07-23 Wenqiang Xiao , Bo Gong , Jiguang Sun , Zhimin Zhang

The method of second order relative spectra has been shown to reliably approximate the discrete spectrum for a self-adjoint operator. We extend the method to normal operators and find optimal convergence rates for eigenvalues and…

谱理论 · 数学 2013-09-04 Michael Strauss

In this paper the problem of recovering a regularized solution of the Fredholm integral equations of the first kind with Hermitian and square-integrable kernels, and with data corrupted by additive noise, is considered. Instead of using a…

经典分析与常微分方程 · 数学 2007-05-23 Enrico De Micheli , Nicodemo Magnoli , Giovanni Alberto Viano

The Fredholm-Hammerstein integral equations (FHIEs) with weakly singular kernels exhibit multi-point singularity at the endpoints or boundaries. The dense discretized matrices result in high computational complexity when employing numerical…

数值分析 · 数学 2024-10-31 Min Wang , Zhimin Zhang

A spectral solution method is proposed to solve a previuously developed non-equilibrium statistical model describing partial thermalization of produced charged hadrons in relativistic heavy-ion collisions, thus improving the accuracy of the…

高能物理 - 唯象学 · 物理学 2024-10-10 A. Rizzi , G. Wolschin