Multi-objective Bayesian Optimization with Heuristic Objectives for Biomedical and Molecular Data Analysis Workflows

Published: 15 Aug 2023, Last Modified: 15 Aug 2023AutoML 2023 (Journal Track)EveryoneRevisionsBibTeX
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Broader Impact Statement: pdf
Paper Availability And License: Yes
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Code And Dataset Supplement: zip
TLDR: Our method is designed for Bayesian optimization over multiple objectives, some of which may not be useful for optimization, and it adaptively weights each objective based on desirable characteristics of the posterior functions.
Submission Number: 4