Supervised neural networks for helioseismic ring-diagram inversions Rasha Alshehhi, Chris S. Hanson, Laurent Gizon and Shravan Hanasoge A&A, 622 (2019) A124 Published online: 06 February 2019 DOI: 10.1051/0004-6361/201834237