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Exploratory-Phase-Free Estimation of GP Hyperparameters in Sequential Design Methods-At the Example of Bayesian Inverse Problems.

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第一作者： Michael,Sinsbeck

第一单位： Department of Stochastic Simulation and Safety Research for Hydrosystems (LS3), Institute for Modeling Hydraulic and Environmental Systems, University of Stuttgart, Stuttgart, Germany.

作者： Michael,Sinsbeck ^[1] ; Marvin,Höge ^[1] ; Wolfgang,Nowak ^[1]

作者单位： Department of Stochastic Simulation and Safety Research for Hydrosystems (LS3), Institute for Modeling Hydraulic and Environmental Systems, University of Stuttgart, Stuttgart, Germany. ^[1]

关键词 Bayesian inference Gaussian process emulators adaptive sampling hyperparameter estimation sequential design of computer experiments

DOI 10.3389/frai.2020.00052

PMID 33733169

发布时间 2021-03-18

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Frontiers in artificial intelligence

2020年3卷

52页

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Frontiers in artificial intelligence

2020年3卷

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Exploratory-Phase-Free Estimation of GP Hyperparameters in Sequential Design Methods-At the Example of Bayesian Inverse Problems.

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Exploratory-Phase-Free Estimation of GP Hyperparameters in Sequential Design Methods-At the Example of Bayesian Inverse Problems.

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