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T. J. Sullivan
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Introduction to Uncertainty Quantification
TJ Sullivan
Texts in Applied Mathematics 63, Springer, 2015
8172015
Building a Framework for Predictive Science
M McKerns, L Strand, TJ Sullivan, A Fang, MAG Aivazis
Proceedings of the 10th Python in Science Conference (SciPy 2011), June 2011 …, 2011
2342011
Bayesian probabilistic numerical methods
J Cockayne, CJ Oates, TJ Sullivan, M Girolami
SIAM Review 61 (4), 756-789, 2019
1902019
Optimal Uncertainty Quantification
H Owhadi, C Scovel, TJ Sullivan, M McKerns, M Ortiz
SIAM Review 55 (2), 271-345, 2013
1772013
A Modern Retrospective on Probabilistic Numerics
CJ Oates, TJ Sullivan
Statistics and Computing 29 (6), 1335-1351, 2019
832019
On the Brittleness of Bayesian inference
H Owhadi, C Scovel, TJ Sullivan
SIAM Review 57 (4), 566-582, 2015
792015
Brittleness of Bayesian inference under finite information in a continuous world
H Owhadi, C Scovel, TJ Sullivan
Electronic Journal of Statistics 9 (1), 1-79, 2015
692015
Compression, inversion, and approximate PCA of dense kernel matrices at near-linear computational complexity
F Schäfer, TJ Sullivan, H Owhadi
Multiscale Modeling & Simulation 19 (2), 688-730, 2021
622021
A rigorous theory of conditional mean embeddings
I Klebanov, I Schuster, TJ Sullivan
SIAM Journal on Mathematics of Data Science 2 (3), 583–606, 2020
532020
Probabilistic numerical methods for PDE-constrained Bayesian inverse problems
J Cockayne, C Oates, TJ Sullivan, M Girolami
Proceedings of the 36th International Workshop on Bayesian Inference and …, 2017
492017
Convergence rates of Gaussian ODE filters
H Kersting, TJ Sullivan, P Hennig
Statistics and Computing 30 (6), 1791-1816, 2020
442020
Well-posed Bayesian inverse problems and heavy-tailed stable quasi-Banach space priors
TJ Sullivan
Inverse Problems and Imaging 11 (5), 857–874, 2017
442017
Strong convergence rates of probabilistic integrators for ordinary differential equations
HC Lie, AM Stuart, TJ Sullivan
Statistics and Computing 29 (6), 1265-1283, 2019
362019
Stratified graphene/noble metal systems for low-loss plasmonics applications
L Rast, TJ Sullivan, VK Tewary
Physical Review D 87 (4), 045428, 2013
342013
Probabilistic meshless methods for partial differential equations and Bayesian inverse problems
J Cockayne, C Oates, TJ Sullivan, M Girolami
arXiv preprint arXiv:1605.07811, 2016
332016
Learning linear operators: Infinite-dimensional regression as a well-behaved non-compact inverse problem
M Mollenhauer, N Mücke, TJ Sullivan
arXiv preprint arXiv:2211.08875, 2022
322022
Implicit probabilistic integrators for ODEs
O Teymur, HC Lie, TJ Sullivan, B Calderhead
Advances in Neural Information Processing Systems 31 (NIPS 2018), 2018
322018
Rigorous Model-Based Uncertainty Quantification with Application to Terminal Ballistics. Part I: Systems with Controllable Inputs and Small Scatter
AA Kidane, A Lashgari, B Li, M McKerns, M Ortiz, H Owhadi, ...
Journal of the Mechanics and Physics of Solids 60 (5), 983-1001, 2012
312012
Geodesic analysis in Kendall’s shape space with epidemiological applications
E Nava-Yazdani, HC Hege, TJ Sullivan, C von Tycowicz
Journal of Mathematical Imaging and Vision 62 (4), 549-559, 2020
282020
Random forward models and log-likelihoods in Bayesian inverse problems
HC Lie, TJ Sullivan, AL Teckentrup
SIAM/ASA Journal on Uncertainty Quantification 6 (4), 1600–1629, 2018
282018
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