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stat.ML2018★ 28 cited
Upgrading from Gaussian Processes to Student's-T Processes
Brendan D. Tracey, David H. Wolpert
Gaussian process priors are commonly used in aerospace design for performing Bayesian optimization. Nonetheless, Gaussian processes suffer two significant drawbacks: outliers are a…
stat.ML2016
Reducing the error of Monte Carlo Algorithms by Learning Control Variates
Brendan D. Tracey, David H. Wolpert
Monte Carlo (MC) sampling algorithms are an extremely widely-used technique to estimate expectations of functions f(x), especially in high dimensions. Control variates are a very p…