Phys.org

Gaussian processes provide a new path toward quantum machine learning

Neural networks revolutionized machine learning for classical computers: self-driving cars, language translation and even artificial intelligence software were all made possible. It is no wonder, then ...
JSTOR Daily

Posterior Consistency of Gaussian Process Prior for Nonparametric Binary Regression

Consider binary observations whose response probability is an unknown smooth function of a set of covariates. Suppose that a prior on the response probability function is induced by a Gaussian process ...
Harvard Business School

Gaussian Process Subset Scanning for Anomalous Pattern Detection in Non-iid Data

Herlands, William, Edward McFowland III, Andrew Gordon Wilson, and Daniel B. Neill. "Gaussian Process Subset Scanning for Anomalous Pattern Detection in Non-iid Data." Proceedings of Machine Learning ...
JSTOR Daily

On Large Deviations in the Gaussian Autoregressive Process: Stable, Unstable and Explosive Cases

For the Gaussian autoregressive process, the asymptotic behaviour of the Yule-Walker estimator is totally different in the stable, unstable and explosive cases. We show that, irrespective of this ...