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Multi-point Bayesian active learning line sampling for rare event estimation

delete2025-12-25
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PRE
AI
裴培 cover
裴培 (Pei Pei)
T
Tong Zhou
X
Xujia Zhu
T
Tong Jun Guo
S
Ser Tong Quek
DOI:10.1016/j.ress.2025.112136delete
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Abstract

Abstract

En 中文
• Line sampling is treated from a multi-point Bayesian active learning perspective. • A fair metric bounding the variance of failure probability is derived. • A multi-point look-ahead learning function is analytically deduced. • Single- and batch-enrichment are conducted in a goal-consistent manner.

Journal

R
RELIABILITY ENGINEERING & SYSTEM SAFETY
IF:
11
Papers:
1.1K
Citations:
0

Organization

S
southeast university
Scholars:
2.9K
Papers: 1.3K
Citations: 0
J
jiangsu university of science and technology
Scholars:
780
Papers: 238
Citations: 0
N
national university of singapore
Scholars:
4.6K
Papers: 2.4K
Citations: 1
T
The Hong Kong University of Science and Technology
Scholars:
1.6K
Papers: 826
Citations: 4
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Cited Papers

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errDang, Chao; Zhou, Tong; Valdebenito, Marcos A.; Faes, Matthias G. R.
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