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

Alina Selega, Kieran R. Campbell

Paper URL: https://openreview.net/pdf?id=QspAcsAyis

Paper Availability And License: Yes

Code Of Conduct: Yes

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