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Joseph Hart
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Efficient computation of Sobol'indices for stochastic models
JL Hart, A Alexanderian, PA Gremaud
SIAM Journal on Scientific Computing 39 (4), A1514-A1530, 2017
522017
An approximation theoretic perspective of Sobol'indices with dependent variables
J Hart, PA Gremaud
International Journal for Uncertainty Quantification 8 (6), 2018
412018
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
302021
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
282020
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
262021
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
261998
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
222020
Robustness of the Sobol'indices to distributional uncertainty
J Hart, PA Gremaud
International Journal for Uncertainty Quantification 9 (5), 2019
212019
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
152021
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
152019
Robustness of the Sobol'indices to marginal distribution uncertainty
JL Hart, PA Gremaud
SIAM/ASA Journal on Uncertainty Quantification 7 (4), 1224-1244, 2019
152019
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
92024
Global sensitivity analysis for statistical model parameters
JL Hart, J Bessac, EM Constantinescu
SIAM/ASA Journal on Uncertainty Quantification 7 (1), 67-92, 2019
92019
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
72023
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
72023
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
62023
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
52025
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
52024
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
52024
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
52023
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