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stat.CO2025
Bayesian model updating via streamlined Bayesian active learning cubature
Pei-Pei Li, Chao Dang, Cristóbal H. Acevedo +2
This paper proposes a novel Bayesian active learning method for Bayesian model updating, which is termed as "Streamlined Bayesian Active Learning Cubature" (SBALC). The core idea i…
stat.CO2024
Response probability distribution estimation of expensive computer simulators: A Bayesian active learning perspective using Gaussian process regression
Chao Dang, Marcos A. Valdebenito, Nataly A. Manque +2
Estimation of the response probability distributions of computer simulators in the presence of randomness is a crucial task in many fields. However, achieving this task with guaran…