Andrés F López-Lopera

High-dimensional Additive Gaussian Processes under Monotonicity Constraints

We introduce an additive Gaussian process (GP) framework accounting for monotonicity constraints and scalable to high dimensions. Our contributions are threefold. First, we show that our framework enables to satisfy the constraints everywhere in the input space. We also show that more general compon…