Efficient computation of Sobol'indices for stochastic models JL Hart, A Alexanderian, PA Gremaud SIAM Journal on Scientific Computing 39 (4), A1514-A1530, 2017 | 52 | 2017 |
An approximation theoretic perspective of Sobol'indices with dependent variables J Hart, PA Gremaud International Journal for Uncertainty Quantification 8 (6), 2018 | 41 | 2018 |
Randomized algorithms for generalized singular value decomposition with application to sensitivity analysis AK Saibaba, J Hart, B van Bloemen Waanders Numerical linear algebra with applications 28 (4), e2364, 2021 | 30 | 2021 |
Hyper-differential sensitivity analysis for inverse problems constrained by partial differential equations I Sunseri, J Hart, B van Bloemen Waanders, A Alexanderian Inverse Problems 36 (12), 125001, 2020 | 28 | 2020 |
Train like a (Var) Pro: Efficient training of neural networks with variable projection E Newman, L Ruthotto, J Hart, B van Bloemen Waanders SIAM Journal on Mathematics of Data Science 3 (4), 1041-1066, 2021 | 26 | 2021 |
Phase I study of vitaxin, an anti-angiogenic humanized monoclonal antibody to vascular integrin nu 3 JC Gutheil, TN Campbell, PR Pierce, JD Watkins, WD Huse, DJ Bodkin, ... PROCEEDINGS OF THE ANNUAL MEETING-AMERICAN SOCIETY OF CLINICAL ONCOLOGY 17 …, 1998 | 26 | 1998 |
Hyperdifferential sensitivity analysis of uncertain parameters in PDE-constrained optimization J Hart, B van Bloemen Waanders, R Herzog International Journal for Uncertainty Quantification 10 (3), 2020 | 22 | 2020 |
Robustness of the Sobol'indices to distributional uncertainty J Hart, PA Gremaud International Journal for Uncertainty Quantification 9 (5), 2019 | 21 | 2019 |
Desensitized trajectory optimization for hypersonic vehicles VR Makkapati, J Ridderhof, P Tsiotras, J Hart, B van Bloemen Waanders 2021 IEEE Aerospace Conference (50100), 1-10, 2021 | 15 | 2021 |
Global sensitivity analysis of high-dimensional neuroscience models: An example of neurovascular coupling JL Hart, PA Gremaud, T David Bulletin of mathematical biology 81 (6), 1805-1828, 2019 | 15 | 2019 |
Robustness of the Sobol'indices to marginal distribution uncertainty JL Hart, PA Gremaud SIAM/ASA Journal on Uncertainty Quantification 7 (4), 1224-1244, 2019 | 15 | 2019 |
Hyper-differential sensitivity analysis for nonlinear Bayesian inverse problems I Sunseri, A Alexanderian, J Hart, B van Bloemen Waanders International Journal for Uncertainty Quantification 14 (2), 2024 | 9 | 2024 |
Global sensitivity analysis for statistical model parameters JL Hart, J Bessac, EM Constantinescu SIAM/ASA Journal on Uncertainty Quantification 7 (1), 67-92, 2019 | 9 | 2019 |
Sensitivity-driven experimental design to facilitate control of dynamical systems J Hart, B van Bloemen Waanders, L Hood, J Parish Journal of Optimization Theory and Applications 196 (3), 855-881, 2023 | 7 | 2023 |
Solving high-dimensional inverse problems with auxiliary uncertainty via operator learning with limited data J Hart, M Gulian, I Manickam, LP Swiler Journal of Machine Learning for Modeling and Computing 4 (2), 2023 | 7 | 2023 |
Hyper-differential sensitivity analysis with respect to model discrepancy: optimal solution updating J Hart, B van Bloemen Waanders Computer Methods in Applied Mechanics and Engineering 412, 116082, 2023 | 6 | 2023 |
Stratospheric aerosol source inversion: Noise, variability, and uncertainty quantification J Hart, I Manickam, M Gulian, LP Swiler, D Bull, T Ehrmann, H Brown, ... Journal of Machine Learning for Modeling and Computing 6 (2), 2025 | 5 | 2025 |
Identifying Northern Hemisphere Temperature Responses to the Mt. Pinatubo Eruption through Limited Variability Ensembles T Ehrmann, B Wagman, D Bull, H Brown, B Hillman, K Peterson, L Swiler, ... Climate Dynamics (in preparation), 2024 | 5 | 2024 |
Hyperdifferential sensitivity analysis in the context of Bayesian inference applied to ice-sheet problems W Reese, J Hart, B van Bloemen Waanders, M Perego, JD Jakeman, ... International Journal for Uncertainty Quantification 14 (3), 2024 | 5 | 2024 |
Enabling hyper-differential sensitivity analysis for ill-posed inverse problems J Hart, B van Bloemen Waanders SIAM Journal on Scientific Computing 45 (4), A1947-A1970, 2023 | 5 | 2023 |