27 citations · 45 across the 11 of their papers we have counts for
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stat.ML2019★ 4 cited
Gaussian Process Modulated Cox Processes under Linear Inequality Constraints
Andrés F. López-Lopera, ST John, Nicolas Durrande
Gaussian process (GP) modulated Cox processes are widely used to model point patterns. Existing approaches require a mapping (link function) between the unconstrained GP and the po…
stat.ML2019★ 1 cited
Approximating Gaussian Process Emulators with Linear Inequality Constraints and Noisy Observations via MC and MCMC
Andrés F. López-Lopera, François Bachoc, Nicolas Durrande +3
Adding inequality constraints (e.g. boundedness, monotonicity, convexity) into Gaussian processes (GPs) can lead to more realistic stochastic emulators. Due to the truncated Gaussi…