Learning Algebraic Varieties from Samples
Algebraic Geometry
2018-08-17 v2
Abstract
We seek to determine a real algebraic variety from a fixed finite subset of points. Existing methods are studied and new methods are developed. Our focus lies on aspects of topology and algebraic geometry, such as dimension and defining polynomials. All algorithms are tested on a range of datasets and made available in a Julia package.
Cite
@article{arxiv.1802.09436,
title = {Learning Algebraic Varieties from Samples},
author = {Paul Breiding and Sara Kalisnik Verovsek and Bernd Sturmfels and Madeleine Weinstein},
journal= {arXiv preprint arXiv:1802.09436},
year = {2018}
}