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Multi-Objective Bayesian Optimization with Active Preference Learning

Published in arXiv (Cornell University) • Nov 22, 2023
NobleIDNI7P37W46R64S49
Authors:
Ryota Ozaki
,
Kazuki Ishikawa
,
Youhei Kanzaki

Abstract

There are a lot of real-world black-box optimization problems that need to optimize multiple criteria simultaneously. However, in a multi-objective optimization (MOO) problem, identifying the whole Pareto front requires the prohibitive search cost, while in many practical scenarios, the decision mak...

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