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Keywords: nested design
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Journal Articles

A Nested Weighted Tchebycheff Multi-Objective Bayesian Optimization Approach for Flexibility of Unknown Utopia Estimation in Expensive Black-Box Design Problems

Arpan Biswas, Claudio Fuentes, Christopher Hoyle
Journal: Journal of Computing and Information Science in Engineering
Article Type: Technical Briefs
J. Comput. Inf. Sci. Eng. February 2023, 23(1): 014501.
Paper No: JCISE-21-1366
DOI: https://doi.org/10.1115/1.4054480
Published Online: May 20, 2022
... Tchebycheff MOBO. With iteratively augmented training data in the MOBO, we estimate the utopia values from the iteratively selected cheap surrogate predictive models through this nested design. We call this the nested weighted Tchebycheff MOBO . For simplicity, we also refer to this as nested MOBO . Our...
View Article titled, A Nested Weighted Tchebycheff Multi-Objective Bayesian Optimization Approach for Flexibility of Unknown Utopia Estimation in Expensive Black-Box Design Problems
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Topics: Design, Optimization, Regression models, Errors
Includes: Supplementary data