50 likes | 184 Views
Decision Support – Crosscutting topics. Decision Support – Application. Decision Support – Application. Decision Support – Application. Decision Support – Repeated Topics.
E N D
Decision Support – Repeated Topics • Machines amenable to solving the inverse problem -- inverse design (materials, accelerators, vehicles & mobility systems, genes, organisms, ecologies) • Machines amenable to UQ and "trustworthy" representations and estimates of confidence -- "What do you know and when did you know it?" • Methods for extracting "explanations" when inputs lack semantic interpretations (e.g. "why did my Tesla crash?"). How can we learn explanations that are satisfying to humans? How can we map a machines learned (usually hidden) semantics to those satisfying to human beings? • Methods for learning physics (or, more generally, "principled") models from data