2 citations · 3 across the 4 of their papers we have counts for
4 papers
Scalable multitask Gaussian processes for complex mechanical systems with functional covariates
Razak Christophe Sabi Gninkou, Andrés F. López-Lopera, Franck Massa +1
Functional covariates arise in many scientific and engineering applications when model inputs take the form of time-dependent or spatially distributed profiles, such as varying bou…
Asymptotic analysis for covariance parameter estimation of Gaussian processes with functional inputs
Lucas Reding, Andrés F. López-Lopera, François Bachoc
We consider covariance parameter estimation for Gaussian processes with functional inputs. From an increasing-domain asymptotics perspective, we prove the asymptotic consistency an…
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…
Maximum likelihood estimation for Gaussian processes under inequality constraints
François Bachoc, Agnès Lagnoux, Andrés F. López-Lopera
We consider covariance parameter estimation for a Gaussian process under inequality constraints (boundedness, monotonicity or convexity) in fixed-domain asymptotics. We address the…