Failure-Aware Gaussian Process Optimization with Regret Bounds.

Shogo Iwazaki Shion Takeno Tomohiko Tanabe Mitsuru Irie

Published in: NeurIPS (2023)

Keyphrases

gaussian process
gaussian processes
model selection
hyperparameters
bayesian framework
regression model
semi supervised
latent variables
regret bounds
approximate inference
prior information
bayesian inference
learning algorithm
mixture model
generative model
online learning
least squares
upper bound