Automatic monotonicity detection for Gaussian Processes

Eero Siivola, Juho Piironen, Aki Vehtari

We propose a new method for automatically detecting monotonic input-output relationships from data using Gaussian Process (GP) models with virtual derivative observations. Our resu…