Degeneration of kernel regression with Matern kernels into low-order polynomial regression in high dimension

Sergei Manzhos, Manabu Ihara

Kernel methods such as kernel ridge regression and Gaussian process regressions with Matern type kernels have been increasingly used, in particular, to fit potential energy surface…