GINNs: Graph-Informed Neural Networks for Multiscale Physics EJ Hall, S Taverniers, MA Katsoulakis, DM Tartakovsky Journal of Computational Physics 433, 110192, 2021 | 30 | 2021 |
Causality and Bayesian Network PDEs for multiscale representations of porous media K Um, EJ Hall, MA Katsoulakis, DM Tartakovsky Journal of Computational Physics 394, 658--678, 2019 | 18 | 2019 |
Weak error rates for option pricing under linear rough volatility C Bayer, EJ Hall, R Tempone International Journal of Theoretical and Applied Finance, 2250029, 2023 | 15* | 2023 |
Uncertainty quantification for generalized Langevin dynamics EJ Hall, MA Katsoulakis, L Rey-Bellet The Journal of Chemical Physics 145, 224108, 2016 | 15 | 2016 |
Mutual information for explainable deep learning of multiscale systems S Taverniers, EJ Hall, MA Katsoulakis, DM Tartakovsky Journal of Computational Physics 444, 110551, 2021 | 14 | 2021 |
Accelerated spatial approximations for time discretized stochastic partial differential equations EJ Hall SIAM Journal on Mathematical Analysis 44 (5), 3162-3185, 2012 | 13 | 2012 |
Robust information divergences for model-form uncertainty arising from sparse data in random PDE EJ Hall, MA Katsoulakis SIAM/ASA Journal on Uncertainty Quantification 6 (4), 1364-1394, 2018 | 9 | 2018 |
Computable error estimates for finite element approximations of elliptic partial differential equations with rough stochastic data EJ Hall, H Hoel, M Sandberg, A Szepessy, R Tempone SIAM J. Sci. Comput. 38 (6), A3773–A3807, 2016 | 6 | 2016 |
Higher order spatial approximations for degenerate parabolic stochastic partial differential equations EJ Hall SIAM Journal on Mathematical Analysis 45 (4), 2071–2098, 2013 | 6 | 2013 |
Graph-Informed Neural Networks S Taverniers, EJ Hall, MA Katsoulakis, DM Tartakovsky AAAI 2021 Spring Symposium Series: Combining Artificial Intelligence and …, 2021 | 1 | 2021 |
Accelerated Numerical Schemes for Deterministic and Stochastic Partial Differential Equations of Parabolic Type EJ Hall University of Edinburgh, 2013 | | 2013 |