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Bayesian adaptation of chaos representations using variational inference and sampling on geodesics

A novel approach is presented for constructing polynomial chaos representations of scalar quantities of interest (QoI) that extends previously developed methods for adaptation in Homogeneous Chaos spaces. In this work, we develop a Bayesian formulation of the problem that characterizes the posterior...

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書誌詳細
出版年:Proc Math Phys Eng Sci
主要な著者: Tsilifis, P., Ghanem, R. G.
フォーマット: Artigo
言語:Inglês
出版事項: The Royal Society Publishing 2018
主題:
オンライン・アクセス:https://ncbi.nlm.nih.gov/pmc/articles/PMC6189593/
https://ncbi.nlm.nih.gov/pubmed/30333707
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1098/rspa.2018.0285
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