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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
492017
An approximation theoretic perspective of Sobol'indices with dependent variables
J Hart, PA Gremaud
International Journal for Uncertainty Quantification 8 (6), 2018
352018
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
272020
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
252021
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
232020
Robustness of the Sobol'indices to distributional uncertainty
J Hart, PA Gremaud
International Journal for Uncertainty Quantification 9 (5), 2019
202019
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
192021
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
132019
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
122021
Robustness of the Sobol'indices to marginal distribution uncertainty
JL Hart, PA Gremaud
SIAM/ASA Journal on Uncertainty Quantification 7 (4), 1224-1244, 2019
122019
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
62024
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
62023
Global sensitivity analysis for statistical model parameters
JL Hart, J Bessac, EM Constantinescu
SIAM/ASA Journal on Uncertainty Quantification 7 (1), 67-92, 2019
62019
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
Transcranial doppler-based surrogates for cerebral blood flow: A statistical study
J Hart, V Novak, C Saunders, PA Gremaud
PLoS One 11 (11), e0165536, 2016
42016
Efficient training of neural networks via variable projection
E Newman, J Hart, B van Bloemen Waanders, L Ruthotto
XXI Householder Symposium on Numerical Linear Algebra, 295, 2020
32020
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
22023
Hyper-differential sensitivity analysis in the context of Bayesian inference applied to ice-sheet problems
W Reese, J Hart, B van Bloemen Waanders, M Perego, J Jakeman, ...
International Journal for Uncertainty Quantification, 2022
22022
Hyper-differential sensitivity analysis with respect to model discrepancy: Calibration and optimal solution updating
J Hart, B van Bloemen Waanders
arXiv e-prints, arXiv: 2210.09044, 2022
22022
Classification of orthostatic intolerance through data analytics
S Gilmore, J Hart, J Geddes, CH Olsen, J Mehlsen, P Gremaud, ...
Medical & Biological Engineering & Computing 59, 621-632, 2021
22021
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