On the convergence of numerical integration as a finite matrix approximation to multiplication operator

Juha Sarmavuori*, Simo Särkkä

*Corresponding author for this work

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Abstract

We study the convergence of a family of numerical integration methods where the numerical integration is formulated as a finite matrix approximation to a multiplication operator. For bounded functions, convergence has already been established using the theory of strong operator convergence. In this article, we consider unbounded functions and domains which pose several difficulties compared to the bounded case. A natural choice of method for this study is the theory of strong resolvent convergence which has previously been mostly applied to study the convergence of approximations of differential operators. The existing theory already includes convergence theorems that can be used as proofs as such for a limited class of functions and extended for a wider class of functions in terms of function growth or discontinuity. The extended results apply to all self-adjoint operators, not just multiplication operators. We also show how Jensen’s operator inequality can be used to analyse the convergence of an improper numerical integral of a function bounded by an operator convex function.

Original languageEnglish
Article number22
Number of pages41
JournalCalcolo
Volume60
Issue number2
DOIs
Publication statusPublished - Jun 2023
MoE publication typeA1 Journal article-refereed

Keywords

  • Convergence
  • Multiplication operator
  • Numerical integration
  • Self-adjoint operator

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  • ADAFUME: Advanced data fusion methods for environmental modeling

    Särkkä, S. (Principal investigator), Corenflos, A. (Project Member), Raitoharju, M. (Project Member), Gao, R. (Project Member), Merkatas, C. (Project Member), Sarmavuori, J. (Project Member), Yaghoobi, F. (Project Member), Ma, X. (Project Member) & Hassan, S. S. (Project Member)

    01/01/202031/12/2023

    Project: Academy of Finland: Other research funding

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