Results 11 to 20 of about 21,675 (137)

Convergence rates of Kernel Conjugate Gradient for random design regression [PDF]

open access: yes, 2016
We prove statistical rates of convergence for kernel-based least squares regression from i.i.d. data using a conjugate gradient algorithm, where regularization against overfitting is obtained by early stopping.
Blanchard, Gilles, Krämer, Nicole
core   +2 more sources

Analysis of unbounded operators and random motion

open access: yes, 2009
We study infinite weighted graphs with view to \textquotedblleft limits at infinity,\textquotedblright or boundaries at infinity. Examples of such weighted graphs arise in infinite (in practice, that means \textquotedblleft very\textquotedblright large ...
Dunford N.   +6 more
core   +1 more source

Operational reproducing kernel Hilbert spaces

open access: yesLithuanian Mathematical Journal, 1972
The abstracts (in two languages) can be found in the pdf file of the article. Original author name(s) and title in Russian and Lithuanian: Э. Сенкене, А. Темпельман. Гильбертовы пространства с операторными воспроизводящими ядрами E. Senkienė, A. Tempelmanas.
E. Senkienė, A. Tempelman
openaire   +2 more sources

Optimal Rates for Spectral Algorithms with Least-Squares Regression over Hilbert Spaces [PDF]

open access: yes, 2018
In this paper, we study regression problems over a separable Hilbert space with the square loss, covering non-parametric regression over a reproducing kernel Hilbert space.
Cevher, Volkan   +3 more
core   +3 more sources

Separability of reproducing kernel spaces

open access: yes, 2016
We demonstrate that a reproducing kernel Hilbert or Banach space of functions on a separable absolute Borel space or an analytic subset of a Polish space is separable if it possesses a Borel measurable feature ...
Owhadi, Houman, Scovel, Clint
core   +1 more source

Operator inequalities in reproducing kernel Hilbert spaces

open access: yesCommunications Faculty Of Science University of Ankara Series A1Mathematics and Statistics, 2022
Summary: In this paper, by using some classical Mulholland type inequality, Berezin symbols and reproducing kernel technique, we prove the power inequalities for the Berezin number \(\operatorname{ber}(A)\) for some self-adjoint operators \(A\) on \({H}(\Omega)\).
openaire   +5 more sources

Solving Support Vector Machines in Reproducing Kernel Banach Spaces with Positive Definite Functions

open access: yes, 2013
In this paper we solve support vector machines in reproducing kernel Banach spaces with reproducing kernels defined on nonsymmetric domains instead of the traditional methods in reproducing kernel Hilbert spaces.
Adams   +32 more
core   +1 more source

Noncommutative reproducing kernel Hilbert spaces

open access: yesJournal of Functional Analysis, 2016
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 operator theory.
Ball, Joseph A.   +2 more
openaire   +2 more sources

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