Sparsity by Default: The Theory and Practice of ARD in Gaussian Process Regression for Variable Selection

Jia Cai

Automatic relevance determination (ARD) is the standard device for input selection in Gaussian process (GP) regression. By giving the covariance kernel a separate lengthscale for e…