- 2022
- Shiv Agrawal, Hwanwoo Kim
, Daniel Sanz-Alonso, Alexander Strang
:
A Variational Inference Approach to Inverse Problems with Gamma Hyperpriors. SIAM/ASA J. Uncertain. Quantification 10(4): 1533-1559 (2022) - Ömer Deniz Akyildiz, Connor Duffin
, Sotirios Sabanis
, Mark Girolami:
Statistical Finite Elements via Langevin Dynamics. SIAM/ASA J. Uncertain. Quantification 10(4): 1560-1585 (2022) - Randolf Altmeyer
, Till Bretschneider, Josef Janák, Markus Reiß:
Parameter Estimation in an SPDE Model for Cell Repolarization. SIAM/ASA J. Uncertain. Quantification 10(1): 179-199 (2022) - Hassan Arbabi, Themistoklis P. Sapsis
:
Generative Stochastic Modeling of Strongly Nonlinear Flows with Non-Gaussian Statistics. SIAM/ASA J. Uncertain. Quantification 10(2): 555-583 (2022) - John Barr, Herschel Rabitz
:
A Generalized Kernel Method for Global Sensitivity Analysis. SIAM/ASA J. Uncertain. Quantification 10(1): 27-54 (2022) - El Houcine Bergou, Youssef Diouane
, Vyacheslav Kungurtsev
, Clément W. Royer
:
A Stochastic Levenberg-Marquardt Method Using Random Models with Complexity Results. SIAM/ASA J. Uncertain. Quantification 10(1): 507-536 (2022) - Saumya Bhatnagar, Won Chang
, Seonjin Kim, Jiali Wang:
Computer Model Calibration with Time Series Data Using Deep Learning and Quantile Regression. SIAM/ASA J. Uncertain. Quantification 10(1): 1-26 (2022) - Panagiota Birmpa, Jinchao Feng, Markos A. Katsoulakis
, Luc Rey-Bellet:
Model Uncertainty and Correctability for Directed Graphical Models. SIAM/ASA J. Uncertain. Quantification 10(4): 1461-1512 (2022) - Florian Bourgey
, Emmanuel Gobet
, Clément Rey:
A Comparative Study of Polynomial-Type Chaos Expansions for Indicator Functions. SIAM/ASA J. Uncertain. Quantification 10(4): 1350-1383 (2022) - Charles-Edouard Bréhier
, David Cohen
:
Strong Rates of Convergence of a Splitting Scheme for Schrödinger Equations with Nonlocal Interaction Cubic Nonlinearity and White Noise Dispersion. SIAM/ASA J. Uncertain. Quantification 10(1): 453-480 (2022) - Baptiste Broto
, François Bachoc
, Laura Clouvel, Jean-Marc Martinez:
Block-Diagonal Covariance Estimation and Application to the Shapley Effects in Sensitivity Analysis. SIAM/ASA J. Uncertain. Quantification 10(1): 379-403 (2022) - Neil K. Chada, Ajay Jasra
, Fangyuan Yu
:
Multilevel Ensemble Kalman-Bucy Filters. SIAM/ASA J. Uncertain. Quantification 10(2): 584-618 (2022) - Jialei Chen
, Zhehui Chen, Chuck Zhang, C. F. Jeff Wu:
APIK: Active Physics-Informed Kriging Model with Partial Differential Equations. SIAM/ASA J. Uncertain. Quantification 10(1): 481-506 (2022) - Nan Chen, Quanling Deng
, Samuel N. Stechmann:
Superfloe Parameterization with Physics Constraints for Uncertainty Quantification of Sea Ice Floes. SIAM/ASA J. Uncertain. Quantification 10(4): 1384-1409 (2022) - Victor Churchill, Anne Gelb
:
Sampling-based Spotlight SAR Image Reconstruction from Phase History Data for Speckle Reduction and Uncertainty Quantification. SIAM/ASA J. Uncertain. Quantification 10(1): 1225-1249 (2022) - Albert Cohen, Wolfgang Dahmen, Olga Mula
, James A. Nichols
:
Nonlinear Reduced Models for State and Parameter Estimation. SIAM/ASA J. Uncertain. Quantification 10(1): 227-267 (2022) - Alexander M. G. Cox
, Simon C. Harris, Andreas E. Kyprianou
, Minmin Wang:
Monte Carlo Methods for the Neutron Transport Equation. SIAM/ASA J. Uncertain. Quantification 10(2): 775-825 (2022) - Josef Dick, Marcello Longo
, Christoph Schwab:
Extrapolated Polynomial Lattice Rule Integration in Computational Uncertainty Quantification. SIAM/ASA J. Uncertain. Quantification 10(2): 651-686 (2022) - Kévin Elie-Dit-Cosaque, Véronique Maume-Deschamps
:
Goal-Oriented Shapley Effects with Special Attention to the Quantile-Oriented Case. SIAM/ASA J. Uncertain. Quantification 10(1): 1037-1069 (2022) - Oliver G. Ernst
, Alois Pichler, Björn Sprungk
:
Wasserstein Sensitivity of Risk and Uncertainty Propagation. SIAM/ASA J. Uncertain. Quantification 10(1): 915-948 (2022) - Devin Francom, Bruno Sansó, Ana Kupresanin:
Landmark-Warped Emulators for Models with Misaligned Functional Response. SIAM/ASA J. Uncertain. Quantification 10(1): 125-150 (2022) - Michael B. Giles
, Oliver Sheridan-Methven
:
Analysis of Nested Multilevel Monte Carlo Using Approximate Normal Random Variables. SIAM/ASA J. Uncertain. Quantification 10(1): 200-226 (2022) - Shay Gilpin, Tomoko Matsuo, Stephen E. Cohn
:
Continuum Covariance Propagation for Understanding Variance Loss in Advective Systems. SIAM/ASA J. Uncertain. Quantification 10(3): 886-914 (2022) - Marcus J. Grote
, Simon Michel, Fabio Nobile
:
Uncertainty Quantification by Multilevel Monte Carlo and Local Time-Stepping for Wave Propagation. SIAM/ASA J. Uncertain. Quantification 10(4): 1601-1628 (2022) - Mengyang Gu, Fangzheng Xie
, Long Wang:
A Theoretical Framework of the Scaled Gaussian Stochastic Process in Prediction and Calibration. SIAM/ASA J. Uncertain. Quantification 10(4): 1435-1460 (2022) - Paul Hagemann
, Johannes Hertrich
, Gabriele Steidl:
Stochastic Normalizing Flows for Inverse Problems: A Markov Chains Viewpoint. SIAM/ASA J. Uncertain. Quantification 10(1): 1162-1190 (2022) - Yuchen He, Namjoon Suh, Xiaoming Huo
, Sung Ha Kang, Yajun Mei:
Asymptotic Theory of \(\boldsymbol \ell _1\) -Regularized PDE Identification from a Single Noisy Trajectory. SIAM/ASA J. Uncertain. Quantification 10(1): 1012-1036 (2022) - Mengqi Hu, Yifei Lou
, Xiu Yang
:
A General Framework of Rotational Sparse Approximation in Uncertainty Quantification. SIAM/ASA J. Uncertain. Quantification 10(4): 1410-1434 (2022) - Tobias Jahnke
, Benny Stein:
A Multilevel Stochastic Collocation Method for Schrödinger Equations with a Random Potential. SIAM/ASA J. Uncertain. Quantification 10(4): 1753-1780 (2022) - Matthias Katzfuss
, Joseph Guinness, Earl Lawrence:
Scaled Vecchia Approximation for Fast Computer-Model Emulation. SIAM/ASA J. Uncertain. Quantification 10(2): 537-554 (2022)