A simple non-parametric reconstruction of parton distributions from limited Fourier information
High Energy Physics - Lattice
2024-12-09 v1 High Energy Physics - Phenomenology
Abstract
Some calculations of parton distributions from first principles only give access to a limited range of Fourier modes of the function to reconstruct. We present a physically motivated procedure to regularize the inverse integral problem using a Gaussian process as a Bayesian prior. We propose to fix the hyperparameters of the prior in a meaningful physical fashion, offering a simple implementation, great numerical efficiency, and allowing us to understand and keep control easily of the uncertainty of the reconstruction.
Cite
@article{arxiv.2412.05227,
title = {A simple non-parametric reconstruction of parton distributions from limited Fourier information},
author = {Hervé Dutrieux and Joseph Karpie and Kostas Orginos and Savvas Zafeiropoulos},
journal= {arXiv preprint arXiv:2412.05227},
year = {2024}
}
Comments
14 pages, 13 figures