Vecchia-Inducing-Points Full-Scale Approximations for Gaussian Processes

Tim Gyger, Reinhard Furrer, Fabio Sigrist

Gaussian processes are flexible, probabilistic, non-parametric models widely used in machine learning and statistics. However, their scalability to large data sets is limited by co…