Linear cost and exponentially convergent approximation of Gaussian Matérn processes on intervals

David Bolin, Vaibhav Mehandiratta, Alexandre B. Simas

The computational cost for inference and prediction of statistical models based on Gaussian processes with Matérn covariance functions scales cubicly with the number of observation…