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Jieon Kim

Korea University

1 Anam-dong 5 ka

Seoul, 136-701

Korea, Republic of (South Korea)

SCHOLARLY PAPERS

3

DOWNLOADS

74

TOTAL CITATIONS

0

Scholarly Papers (3)

1.

Surrogate-Assisted Kriging Training Utilizing Boxplot and Correlation Coefficient for Large-Scale Data

Number of pages: 44 Posted: 17 Aug 2024
Jieon Kim and Gunwoo Noh
Korea University and Korea University - School of Mechanical Engineering
Downloads 51 (1,052,702)

Abstract:

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Kriging, Surrogate model, Hyperparameter optimization, Large-scale expensive problems

2.

MAESTRO: A multi-fidelity modeling assisted by an ensemble of surrogates for robust prediction

Number of pages: 47 Posted: 10 Feb 2026
Korea University, Korea University, Korea University, Korea University - School of Mechanical Engineering and Korea University - School of Mechanical Engineering
Downloads 19 (1,470,786)

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Surrogate modeling, Multi-fidelity surrogate, Ensemble of surrogates, Model selection, Robust prediction

3.

Sequential ensemble of global and local surrogates for training small-scale datasets

Number of pages: 37 Posted: 24 Jun 2026
Jieon Kim and Gunwoo Noh
Korea University and Korea University - School of Mechanical Engineering
Downloads 4

Abstract:

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Small-scale dataset, Surrogate model, Ensemble of surrogates, Global model, Local model