123 citations · 129 across the 9 of their papers we have counts for
Showing 2023Show all
2 papers · 1 filter
stat.ML2023
Intrinsic Bayesian Optimisation on Complex Constrained Domain
Yuan Liu, Mu Niu, Claire Miller
Motivated by the success of Bayesian optimisation algorithms in the Euclidean space, we propose a novel approach to construct Intrinsic Bayesian optimisation (In-BO) on manifolds w…
stat.ML2023★ 1 cited
Intrinsic Gaussian Process on Unknown Manifolds with Probabilistic Metrics
Mu Niu, Zhenwen Dai, Pokman Cheung +1
This article presents a novel approach to construct Intrinsic Gaussian Processes for regression on unknown manifolds with probabilistic metrics (GPUM) in point clouds. In many real…