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Volume 14, 2024 / Issue 3

DOI: 10.1615/Int.J.UncertaintyQuantification.v14.i3

Table of Contents:

HYPERDIFFERENTIAL SENSITIVITY ANALYSIS IN THE CONTEXT OF BAYESIAN INFERENCE APPLIED TO ICE-SHEET PROBLEMS William Reese, Joseph Hart, Bart van Bloemen Waanders, Mauro Perego, John D. Jakeman, Arvind K. Saibaba

William Reese
Department of Mathematics, P.O. Box 8205, NC State University Raleigh, North Carolina 27695-8205, USA

Joseph Hart
Sandia National Laboratories, Albuquerque, New Mexico, 87185, USA

Bart van Bloemen Waanders
Sandia National Laboratories, Albuquerque, New Mexico, 87185, USA

Mauro Perego
Sandia National Laboratories

John D. Jakeman
Optimization and Uncertainty Quantification, Center for Computing Research, Sandia National Laboratories, Albuquerque, NM 87123, USA

Arvind K. Saibaba
Department of Mathematics, P.O. Box 8205, NC State University Raleigh, North Carolina 27695-8205, USA

1-20 pages
DOI: 10.1615/Int.J.UncertaintyQuantification.2023047605

MULTILEVEL MONTE CARLO ESTIMATORS FOR DERIVATIVE-FREE OPTIMIZATION UNDER UNCERTAINTY Friedrich Menhorn, Gianluca Geraci, D. Thomas Seidl, Youssef M. Marzouk, Michael S. Eldred, Hans-Joachim Bungartz

Friedrich Menhorn
Technical University of Munich

Gianluca Geraci
Optimization and Uncertainty Quantification, Sandia National Laboratories, Albuquerque,New Mexico, 87185, USA

D. Thomas Seidl
Optimization and Uncertainty Quantification, Sandia National Laboratories, Albuquerque, New Mexico 87185, USA

Youssef M. Marzouk
Department of Aeronautics and Astronautics, Massachusetts Institute of Technology, 77 Massachusetts Ave., Room 33-305, Cambridge, MA 02139, USA

Michael S. Eldred
Optimization and Uncertainty Quantification, Sandia National Laboratories, Albuquerque,NM, 87185, USA

Hans-Joachim Bungartz
Technical University of Munich, Garching, 85747, Germany

21-65 pages
DOI: 10.1615/Int.J.UncertaintyQuantification.2023048049

A DOMAIN-DECOMPOSED VAE METHOD FOR BAYESIAN INVERSE PROBLEMS Zhihang Xu, Yingzhi Xia, Qifeng Liao

Zhihang Xu
School of Information Science and Technology, ShanghaiTech University, Shanghai 201210, China

Yingzhi Xia
Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR), Singapore 138632, Singapore

Qifeng Liao
School of Information Science and Technology, ShanghaiTech University, 201210, Shanghai, P. R. China

67-95 pages
DOI: 10.1615/Int.J.UncertaintyQuantification.2023047236

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