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stat.ML2022★ 1 cited
The Past Does Matter: Correlation of Subsequent States in Trajectory Predictions of Gaussian Process Models
Steffen Ridderbusch, Sina Ober-Blöbaum, Paul Goulart
Computing the distribution of trajectories from a Gaussian Process model of a dynamical system is an important challenge in utilizing such models. Motivated by the computational co…
stat.ML2017★ 3 cited
Distributionally Ambiguous Optimization Techniques for Batch Bayesian Optimization
Nikitas Rontsis, Michael A. Osborne, Paul J. Goulart
We propose a novel, theoretically-grounded, acquisition function for Batch Bayesian optimization informed by insights from distributionally ambiguous optimization. Our acquisition…