Variable selection for Gaussian processes via sensitivity analysis of the posterior predictive distribution

Topi Paananen, Juho Piironen, Michael Riis Andersen +1

Variable selection for Gaussian process models is often done using automatic relevance determination, which uses the inverse length-scale parameter of each input variable as a prox…