💡 NOTE: If you're interested in BAxUS, please consider using Bounce, which comes with an improved trust region management policy, an easier setup, and batch parallelism. This is the code for our ...

Bayesian Methods for Hackers Using Python and PyMC The Bayesian method is the natural approach to inference, yet it is hidden from readers behind chapters of slow, mathematical analysis. The typical ...

Bayesian optimization (BO) is a data-efficient approach for optimizing expensive-to-evaluate black-box functions that suffer from noisy evaluations. Traditional BO algorithms ignore the relationship ...

This article proposes a data-driven Bayesian optimization (BO) approach for minimum charging time problem, in which an acquisition function of constrained expected improvement is employed to ...