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Support high-dimensional BO #499

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@jacktang

Description

@jacktang

Is your feature request related to a problem? Please describe.
Bayesian optimization for high-dimensional constraint problem

Describe the solution you'd like
The solution called Sparse Axis-Aligned Subspace BO (SAASBO) is described in the paper:https://arxiv.org/abs/2103.00349

References or alternative approaches

Are you able and willing to implement this feature yourself and open a pull request?

  • Yes, I would like to try to implement it

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