High-dimensional additive Gaussian processes under monotonicity constraints

Andrés F. López-Lopera, François Bachoc, Olivier Roustant

We introduce an additive Gaussian process framework accounting for monotonicity constraints and scalable to high dimensions. Our contributions are threefold. First, we show that ou…