Learning high-dimensional parametric maps via reduced basis adaptive residual networks
Thomas O’Leary-Roseberry, Xiaosong Du, Anirban Chaudhuri, Joaquim R. R. A. Martins, Karen Willcox, Omar Ghattas
Topics & Concepts
Parametric statisticsComputer scienceScalabilityArtificial neural networkResidualHyperparameterBasis (linear algebra)Basis functionAlgorithmMathematical optimizationParametrization (atmospheric modeling)ConstructiveRepresentation (politics)Artificial intelligenceMathematicsGeometryPoliticsRadiative transferStatisticsProcess (computing)DatabaseQuantum mechanicsMathematical analysisLawPolitical scienceOperating systemPhysicsModel Reduction and Neural NetworksAdvanced Numerical Analysis TechniquesGenerative Adversarial Networks and Image Synthesis