Software Implementation of the Partition of Unity Method

Abstract

We present a software for efficiently interpolating via kernel bases large datasets in a multivariate setting. It is based on the partition of unity method, and hence on splitting the given (potentially huge) interpolation problem into many small ones. To reach the widest audience among the potential users, we propose both a MATLAB and a Python implementation. We discuss the algorithm details, and hence the paper results in a step-by-step user-friendly tutorial.

De Rossi A., Cavoretto R., Perracchione E., Lancellotti S. (2022) "Software Implementation of the Partition of Unity Method " Dolomites Research Notes on Approximation, 15(2), 35-46. DOI: 10.14658/PUPJ-DRNA-2022-2-4  
Year of Publication
2022
Journal
Dolomites Research Notes on Approximation
Volume
15
Issue Number
2
Start Page
35
Last Page
46
Date Published
10/2022
ISSN Number
2035-6803
Serial Article Number
4
DOI
10.14658/PUPJ-DRNA-2022-2-4
Issue
Section
SpecialIssue