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

Let $H\subset\mathbb{Z}^d$ be a half-space lattice, defined either relative to a fixed coordinate (e.g.\ $H = \mathbb{Z}^{d-1}\!\times\!\mathbb{Z}_+$), or relative to a linear order $\preceq$ on $\mathbb{Z}^d$, i.e.\ $H = \{j\in\mathbb{Z}^d : 0\preceq j\}$. We consider the problem of interpolation at the points of $H$ from the space of series expansions in terms of the $H$-shifts of a decaying kernel $ϕ$. Using the Wiener-Hopf factorization of the symbol for cardinal interpolation with $ϕ$ on $\mathbb{Z}^d$, we derive some essential properties of semi-cardinal interpolation on $H$, such as existence and uniqueness, Lagrange series representation, variational characterization, and convergence to cardinal interpolation. Our main results prove that specific algebraic or exponential decay of the kernel $ϕ$ is transferred to the Lagrange functions for interpolation on $H$, as in the case of cardinal interpolation. These results are shown to apply to a variety of examples, including the Gaussian, Matérn, generalized inverse multiquadric, box-spline, and polyharmonic B-spline kernels.

preprint2020arXivOpen access
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