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Lualdi, Pietro and Sturm, Ralf and Camero, Andres and Siefkes, Prof. Dr. Tjark (2024) An Uncertainty-Based Objective Function for Hyperparameter Optimization in Gaussian Processes Applied to Expensive Black-Box Problems. Applied Soft Computing, 154, pp. 1-20. Elsevier. doi: 10.1016/j.asoc.2024.111325. ISSN 1568-4946.
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Official URL: https://www.sciencedirect.com/science/article/pii/S1568494624000991
| Item URL in elib: | https://elib.dlr.de/197663/ | ||||||||||||||||||||
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| Document Type: | Article | ||||||||||||||||||||
| Title: | An Uncertainty-Based Objective Function for Hyperparameter Optimization in Gaussian Processes Applied to Expensive Black-Box Problems | ||||||||||||||||||||
| Authors: |
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| Date: | 2 February 2024 | ||||||||||||||||||||
| Journal or Publication Title: | Applied Soft Computing | ||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||
| Open Access: | Yes | ||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||
| In SCOPUS: | Yes | ||||||||||||||||||||
| In ISI Web of Science: | Yes | ||||||||||||||||||||
| Volume: | 154 | ||||||||||||||||||||
| DOI: | 10.1016/j.asoc.2024.111325 | ||||||||||||||||||||
| Page Range: | pp. 1-20 | ||||||||||||||||||||
| Publisher: | Elsevier | ||||||||||||||||||||
| Series Name: | Applied Soft Computing | ||||||||||||||||||||
| ISSN: | 1568-4946 | ||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||
| Keywords: | Marginal Likelihood · Gaussian Processes · Uncertainty · Global Surrogate Modelling · Crashworthiness Optimization · Hyperparameter Optimization | ||||||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||
| HGF - Program: | Transport | ||||||||||||||||||||
| HGF - Program Themes: | Road Transport | ||||||||||||||||||||
| DLR - Research area: | Transport | ||||||||||||||||||||
| DLR - Program: | V ST Straßenverkehr | ||||||||||||||||||||
| DLR - Research theme (Project): | V - FFAE - Fahrzeugkonzepte, Fahrzeugstruktur, Antriebsstrang und Energiemanagement, R - Artificial Intelligence | ||||||||||||||||||||
| Location: | Oberpfaffenhofen , Stuttgart | ||||||||||||||||||||
| Institutes and Institutions: | Institute of Vehicle Concepts > Vehicle Architectures and Lightweight Design Concepts Remote Sensing Technology Institute > EO Data Science | ||||||||||||||||||||
| Deposited By: | Lualdi, Pietro | ||||||||||||||||||||
| Deposited On: | 03 Nov 2023 12:28 | ||||||||||||||||||||
| Last Modified: | 01 May 2025 03:00 |
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