Fast Bayesian optimization of Needle-in-a-Haystack problems using zooming memory-based initialization (ZoMBI)

Abstract Needle-in-a-Haystack problems exist across a wide range of applications including rare disease prediction, ecological resource management, fraud detection, and material property optimization. A Needle-in-a-Haystack problem arises when there is an extreme imbalance of optimum conditions rela...

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Bibliographic Details
Main Authors: Alexander E. Siemenn, Zekun Ren, Qianxiao Li, Tonio Buonassisi
Format: Article
Language:English
Published: Nature Portfolio 2023-05-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-023-01048-x