Valentin Charvet

Probabilistic selection of inducing points in sparse Gaussian processes

Sparse Gaussian processes and various extensions thereof are enabled through inducing points, that simultaneously bottleneck the predictive capacity and act as the main contributor towards model complexity. However, the number of inducing points is generally not associated with uncertainty which pre…