Batch Active Learning in Gaussian Process Regression using Derivatives

Hon Sum Alec Yu, Christoph Zimmer, Duy Nguyen-Tuong

We investigate the use of derivative information for Batch Active Learning in Gaussian Process regression models. The proposed approach employs the predictive covariance matrix for…