Cardinal and semi-cardinal interpolation with Mat\'{e}rn kernels
Aurelian Bejancu  1@  
1 : Kuwait University

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\mytitle{Cardinal and semi-cardinal interpolation with Mat\'{e}rn kernels}

 

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Aurelian Bejancu \\ %

Kuwait University \\ 

\url{aurelianbejancu@gmail.com}

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Let $\phi:{\mathbb R}^d\to{\mathbb R}$ be a continuous and symmetric function (i.e.\ $\phi(-x) = \phi(x)$, 

$x\in{\mathbb R}^d$), satisfying a suitable decay condition for large $\|x\|$, and define the shift-invariant 

space 

\[

S(\phi) = \{ \sum_{k\in \mathbb{Z}^d} c_k \phi(\cdot-k) : (c_k) \in \ell^\infty (\mathbb{Z}^d) \}.

\]

The problem of \emph{cardinal interpolation} with the kernel $\phi$ is to find, for some data 

$(y_j)_{j\in\mathbb{Z}^d}$, a function $s\in S(\phi)$, such that $s(j) = y_j$, for all $j\in\mathbb{Z}^d$.

If this problem admits a unique solution for any bounded data, it is known that specific 

algebraic or exponential decay of the kernel $\phi$ is transferred to the corresponding \emph{Lagrange 

function} for cardinal interpolation on $\mathbb{Z}^d$, leading to a well-localized Lagrange representation 

of the solution $s$.

 

The first part of the talk presents a similar result obtained for the related problem of 

\emph{semi-cardinal interpolation}, in which the multi-integer grid $\mathbb{Z}^d$ is replaced by a half-space 

lattice $H\subset\mathbb{Z}^d$. Despite the loss of shift-invariance in this case, we prove that the 

algebraic or exponential decay still carries over from $\phi$ to the corresponding $H$-indexed family of 

semi-cardinal Lagrange functions, with constants that are independent of the index $j\in H$ (see \cite{ab20a}).

 

In the second part, we discuss two recent applications and refinements of the above results for the 

Mat\'{e}rn kernel $\phi := \phi_{m,d}$, defined, for a positive integer $m>d/2$, as the exponentially decaying 

fundamental solution of the elliptic operator $(1-\Delta)^m$ in $\mathbb{R}^d$, where $\Delta$ is the Laplace 

operator. Namely, for a scaling parameter $h>0$, we consider non-stationary interpolation to data prescribed 

on $h\mathbb{Z}^d$ from the \emph{flat ladder} collection $\{S_h(\phi)\}_h$ generated by $\phi$ via 

\[

S_h (\phi) = \{ \sum_{k\in \mathbb{Z}^d} c_k \phi(\cdot-hk) : (c_k) \in \ell^\infty (\mathbb{Z}^d) \}.

\]

For this problem, we prove that the Lebesgue constant of the associated interpolation operator is 

uniformly bounded as $h\to 0$, which allows us to deduce the maximal $L^\infty$-convergence rate 

$O(h^{2m})$ for the Mat\'{e}rn flat ladder interpolation scheme (see \cite{ab20b}). On the other hand, if $d=1$, then 

the translates of the Mat\'{e}rn kernel $\phi_{m,1}$ span a linear space of exponential splines, for which 

we show that non-stationary semi-cardinal interpolation on the scaled grid $h\mathbb{Z}_+$ achieves the 

convergence rate $O(h^{m})$ in $L^\infty(\mathbb{R}_+)$, amounting to half of the approximation order of 

the corresponding cardinal scaled scheme.

 

 

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\paragraph{Acknowledgements:} This work was supported by Kuwait University, Research Grant No.\ SM01/18.

 

 

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\bibitem{ab20a}

A.~Bejancu.

\newblock Wiener-Hopf difference equations and semi-cardinal interpolation with integrable convolution kernels.

\newblock {\em Preprint}, arXiv:2006.05282, 2020.

 

\bibitem{ab20b}

A.~Bejancu.

\newblock Uniformly bounded Lebesgue constants for scaled cardinal interpolation with Mat\'{e}rn kernels.

\newblock {\em Preprint}, arXiv:2009.00711, 2020.

 

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