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math.NA2019★ 1 cited
A hierarchical neural hybrid method for failure probability estimation
Ke Li, Kejun Tang, Jinglai Li +2
Failure probability evaluation for complex physical and engineering systems governed by partial differential equations (PDEs) are computationally intensive, especially when high-di…
math.NA2019
Bayesian inference and uncertainty quantification for image reconstruction with Poisson data
Qingping Zhou, Tengchao Yu, Xiaoqun Zhang +1
We provide a complete framework for performing infinite-dimensional Bayesian inference and uncertainty quantification for image reconstruction with Poisson data. In particular, we…