Managing uncertainty in data-derived densities to accelerate density functional theory

Andrew T. Fowler, Chris J. Pickard, James A. Elliott

Faithful representations of atomic environments and general models for regression can be harnessed to learn electron densities that are close to the ground state. One of the applic…