Active Learning of Linear Embeddings for Gaussian Processes

Roman Garnett, Michael A. Osborne, Philipp Hennig

We propose an active learning method for discovering low-dimensional structure in high-dimensional Gaussian process (GP) tasks. Such problems are increasingly frequent and importan…