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bayesoptbook / bayesoptbook.github.io

Companion webpage for the book "Bayesian Optimization" by Roman Garnett
MIT License
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Scalarization Reference #7

Closed qiuyiz closed 2 years ago

qiuyiz commented 2 years ago

Description of issue A clear and concise description of the perceived problem/missing content. Congrats on your BayesOpt textbook! We saw that you had a brief section on scalarization for multi-objective optimization. We were actively researching this area and wanted to make aware of our recent work on hypervolume scalarizations, which give provable multiobjective guarantees.

Proposed resolution A clear and concise description of what you'd like to see. Add discussion and reference to the HYPERVOLUME scalarization, which gives provable guarantees to achieving the Pareto frontier. See https://arxiv.org/abs/2006.04655

Additional context Add any other context or screenshots about the feature request here.

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bayesoptbook commented 2 years ago

I tried to squeeze something in the most recent draft.

qiuyiz commented 2 years ago

Great thanks!

Sent from my iPhone

On Oct 27, 2021, at 7:38 AM, Roman Garnett @.***> wrote:

 Closed #7.

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