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Rates of approximation by neural network interpolation operators

Applied Mathematics and Computation, 2022
. We construct neural network interpolation operators with some newly defined activation functions, and give the approximation rate by the operators for continuous functions.
Yunyou Qian, Dansheng Yu
semanticscholar   +1 more source

Data-driven dynamic interpolation and approximation

at - Automatisierungstechnik, 2022
The behavioral system theory and in particular a result that became known as the "fundamental lemma" give the theoretical foundation for nonparameteric representations of linear time-invariant systems based on Hankel matrices constructed from data. These
I. Markovsky, F. Dörfler
semanticscholar   +1 more source

Theory of the Optimum Interpolation Approximation in a Shift-Invariant Wavelet and Scaling Subspace

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, 2007
In the main part of this paper, we present a systematic discussion for the optimum interpolation approximation in a shift-invariant wavelet and/or scaling subspace. In this paper, we suppose that signals are expressed as linear combinations of a large number of base functions having unknown coefficients.
Yuichi Kida, Takuro Kida
openaire   +1 more source

On the Limit Regularity in Sobolev and Besov Scales Related to Approximation Theory

Journal of Fourier Analysis and Applications, 2019
We study the interrelation between the limit $$L_p(\Omega )$$ L p ( Ω ) -Sobolev regularity $$\overline{s}_p$$ s ¯ p of (classes of) functions on bounded Lipschitz domains $$\Omega \subseteq \mathbb {R}^d$$ Ω ⊆ R d , $$d\ge 2$$ d ≥ 2 , and the limit ...
Petru A. Cioica-Licht, M. Weimar
semanticscholar   +1 more source

Least squares 2D bi-cubic spline approximation: Theory and applications

Measurement, 2018
Smooth surface approximation plays an important role in many applications. As an extension of the 2D bi-cubic spline interpolation, we propose the least squares 2D bi-cubic spline approximation (LS-BICSA).
A. Amiri-Simkooei   +2 more
semanticscholar   +1 more source

Some Interpolation Analogues as a Tool for Signals Approximation in Network Technologies

2024 IEEE 5th International Conference on Advanced Trends in Information Theory (ATIT)
Processing of periodic signals is an important element of research in a number of applied disciplines. This includes astronomy, medicine, economics, network technologies, etc.
O. Koval   +5 more
semanticscholar   +1 more source

Theory of extended interpolation approximation and upper and lower bounds of error

Electronics and Communications in Japan (Part III: Fundamental Electronic Science), 1990
AbstractAssume that signal f(t) is impressed on N parallel time‐invariant linear networks Hm(w)(m=1∼N), and consider the uniformly sampled values gm(nT)(m = 1∼N; n = 0, ±1, ±2,; T <0) of the output signal gm(t)(m=l∼N). This paper discusses the following problem from a unified viewpoint.
Takuro Kida, Leopoldo Hideki Yoshioka
openaire   +1 more source

Use of approximate scattering theories as interpolation guides

The Journal of Chemical Physics, 1992
A simple method is given for using a fast but not necessarily accurate scattering approximation to interpolate the results of an exact calculation. The goal is to minimize the number of points where the expensive, exact calculation must be done. The approximate theory is used to remove the rapidly varying parts of the exact S-matrix to obtain a slowly ...
openaire   +1 more source

Faster Diffusion Models via Higher-Order Approximation

arXiv.org
In this paper, we explore provable acceleration of diffusion models without any additional retraining. Focusing on the task of approximating a target data distribution in $\mathbb{R}^d$ to within $\varepsilon$ total-variation distance, we propose a ...
Gen Li   +3 more
semanticscholar   +1 more source

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