expected-improvement

[NPJ Com. Mat.] Offical implement of Bgolearn

standard, high-dimensional, parallel, constrained, and multiobjective Bayesian optimization algorithms

A complete expected improvement criterion for Gaussian process assisted highly constrained expensive optimization

Machine learning models (SVR with CBFV featurization) to predict maximum stress and minimum density of Al alloys, with bootstrapped uncertainty and Expected Improvement to guide design of high strength-to-weight ratio alloys.

GPmp extensions

Autonomous Vehicle (AV) Motion Planning with Reinforcement Learning methods - DQN, PPO | Bayesian Optimization Parameter Search

A reading memo of [Jones, 2001] -- the invention of the Expected Improvement (EI) algorithm

Bayesian optimization for lab-scale formulation problems — fewer experiments, physics-informed priors