Hierarchy and intrinsic structure for a more credible validation

Roger Ghanem
May 14, 2021

Learning with Uncertainty on Dynamic Manifolds

Daniel Tartakovsky
May 13, 2021

Data driven Reduced Order Modeling for inverse scattering

Liliana Borcea
May 13, 2021

Elucidating ecological complexity: Unsupervised learning determines global marine eco-provinces

Maike Sonnewald
May 12, 2021

Graph-based Bayesian Semi-supervised Learning: Prior Design and Posterior Contraction

Daniel Sanz-Alonso
May 12, 2021

Calibration and Validation of Approximate Likelihood Models

Ann Lee
May 12, 2021

Learning long-timescale behavior from short trajectory data

Jonathan Weare
May 11, 2021

Operator-theoretic approaches for coherent feature extraction in complex systems

Dimitrios Giannakis
May 11, 2021

Simulation-Informed Decision Making

William Oberkampf
May 11, 2021