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cs.LG2021
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
We propose a nested weighted Tchebycheff Multi-objective Bayesian optimization framework where we build a regression model selection procedure from an ensemble of models, towards b…
cond-mat.mtrl-sci2021★ 1 cited
Multi-objective Bayesian optimization of ferroelectric materials with interfacial control for memory and energy storage applications
Arpan Biswas, Anna N. Morozovska, Maxim Ziatdinov +2
Optimization of materials performance for specific applications often requires balancing multiple aspects of materials functionality. Even for the cases where generative physical m…