Streaming PAC-Bayes Gaussian process regression with a performance guarantee for online decision making

Tianyu Liu, Jie Lu, Zheng Yan +1

As a powerful Bayesian non-parameterized algorithm, the Gaussian process (GP) has performed a significant role in Bayesian optimization and signal processing. GPs have also advance…