The Kernel Manifold: A Geometric Approach to Gaussian Process Model Selection

Md Shafiqul Islam, Shakti Prasad Padhy, Douglas Allaire +1

Gaussian Process (GP) regression is a powerful nonparametric Bayesian framework, but its performance depends critically on the choice of covariance kernel. Selecting an appropriate…