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Isogeometric multilevel quadrature for forward and inverse random acoustic scattering
Jürgen Dölz, Helmut Harbrecht, Carlos Jerez-Hanckes and Michael Multerer Computer Methods in Applied Mechanics and Engineering 388 114242 (2022) https://doi.org/10.1016/j.cma.2021.114242
Non-asymptotic error estimates for the Laplace approximation in Bayesian inverse problems
Multilevel Monte Carlo Estimation of the Expected Value of Sample Information
Tomohiko Hironaka, Michael B. Giles, Takashi Goda and Howard Thom SIAM/ASA Journal on Uncertainty Quantification 8(3) 1236 (2020) https://doi.org/10.1137/19M1284981
On the convergence of the Laplace approximation and noise-level-robustness of Laplace-based Monte Carlo methods for Bayesian inverse problems
Christian Clason, Tapio Helin, Remo Kretschmann and Petteri Piiroinen SIAM/ASA Journal on Uncertainty Quantification 7(2) 652 (2019) https://doi.org/10.1137/18M1191804
Higher-Order Quasi-Monte Carlo for Bayesian Shape Inversion
Multilevel higher-order quasi-Monte Carlo Bayesian estimation
Josef Dick, Robert N. Gantner, Quoc T. Le Gia and Christoph Schwab Mathematical Models and Methods in Applied Sciences 27(05) 953 (2017) https://doi.org/10.1142/S021820251750021X
Hessian-based adaptive sparse quadrature for infinite-dimensional Bayesian inverse problems