Degree of Lp Approximation Using Activated Singular Integrals

In this article we present the Lp, p≥1, approximation properties of activated singular integral operators over the real line. We establish their approximation to the unit operator with rates. The kernels here come from neural network activation functions and we employ the related density functions. The derived inequalities use the high order Lp modulus of smoothness.

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Publication Details

Journal
Symmetry
Published
2024-08-10
DOI
https://doi.org/10.3390/sym16081022
Citations
2
Primary Topic
Approximation Theory and Sequence Spaces
Type
article
Field-Weighted Citation Impact
1.42
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article

Degree of Lp Approximation Using Activated Singular Integrals

George A. Anastassiou
2 citations
Symmetry
Approximation Theory and Sequence Spaces
1.42
article

Degree of Lp Approximation Using Activated Singular Integrals

George A. Anastassiou
article en
2 citations

Abstract

In this article we present the Lp, p≥1, approximation properties of activated singular integral operators over the real line. We establish their approximation to the unit operator with rates. The kernels here come from neural network activation functions and we employ the related density functions. The derived inequalities use the high order Lp modulus of smoothness.

SymmetryVol. 16(8)
University of Memphis (US)
Reduced inequalities
Openalex Percentile: Top 18%
Approximation Theory and Sequence Spaces
1.42
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Degree of Lp Approximation Using Activated Singular Integrals — George A. Anastassiou · Symmetry (2024) | TGRS Research Map | TGRS