The extension of Rippa's algorithm beyond LOOCV

F Marchetti - Applied Mathematics Letters, 2021 - Elsevier
Rippa's algorithm is a well-known Leave-One-Out Cross Validation (LOOCV) scheme that is
adopted in Radial Basis Function (RBF) interpolation for the tuning of the shape parameter …

Data-driven kernel designs for optimized greedy schemes: A machine learning perspective

T Wenzel, F Marchetti, E Perracchione - SIAM Journal on Scientific Computing, 2024 - SIAM
Thanks to their easy implementation via radial basis functions (RBFs), meshfree kernel
methods have proved to be an effective tool for, eg, scattered data interpolation, PDE …

A greedy non-intrusive reduced order model for shallow water equations

S Dutta, MW Farthing, E Perracchione, G Savant… - Journal of …, 2021 - Elsevier
In this work, we develop Non-Intrusive Reduced Order Models (NIROMs) that combine
Proper Orthogonal Decomposition (POD) with a Radial Basis Function (RBF) interpolation …

[HTML][HTML] Polynomial interpolation via mapped bases without resampling

S De Marchi, F Marchetti, E Perracchione… - Journal of Computational …, 2020 - Elsevier
In this work we propose a new method for univariate polynomial interpolation based on what
we call mapped bases. As theoretically shown, constructing the interpolating function via the …

Numerical simulation of a prostate tumor growth model by the RBF-FD scheme and a semi-implicit time discretization

V Mohammadi, M Dehghan, S De Marchi - Journal of Computational and …, 2021 - Elsevier
The aim of this work consists of finding a suitable numerical method for the solution of the
mathematical model describing the prostate tumor growth, formulated as a system of time …

Shape-driven interpolation with discontinuous kernels: Error analysis, edge extraction, and applications in magnetic particle imaging

S De Marchi, W Erb, F Marchetti, E Perracchione… - SIAM Journal on …, 2020 - SIAM
Accurate interpolation and approximation techniques for functions with discontinuities are
key tools in many applications, such as medical imaging. In this paper, we study a radial …

GeoZ: a region-based visualization of clustering algorithms

K ElHaj, D Alshamsi, A Aldahan - Journal of Geovisualization and Spatial …, 2023 - Springer
The spatial display of clustered data using machine learning (ML) as regions (bordered
areas) is currently unfeasible. This problem is commonly encountered in various research …

Multivariate approximation at fake nodes

S De Marchi, F Marchetti, E Perracchione… - Applied Mathematics and …, 2021 - Elsevier
The main goal of the present paper is to extend the interpolation via the so-called mapped
bases without resampling to any basis and dimension. So far indeed, we investigated the …

On the reconstruction of discontinuous functions using multiquadric RBF–WENO local interpolation techniques

F Aràndiga, R Donat, L Romani, M Rossini - Mathematics and Computers in …, 2020 - Elsevier
We discuss several approaches involving the reconstruction of discontinuous one-
dimensional functions using parameter-dependent multiquadric radial basis function (MQ …

Feature augmentation for the inversion of the Fourier transform with limited data

E Perracchione, AM Massone, M Piana - Inverse Problems, 2021 - iopscience.iop.org
We investigate an interpolation/extrapolation method that, given scattered observations of
the Fourier transform, approximates its inverse. The interpolation algorithm takes advantage …