no code implementations • 22 Apr 2024 • Mark McLeod, Bernardo Perez-Orozco, Nika Lee, Davide Zilli
An appropriately formed priority score, generated by automated analysis of GPS data, allows underwriters to make more efficient use of their time, improving detection of the behaviour under investigation.
1 code implementation • ICML 2018 • Mark McLeod, Michael A. Osborne, Stephen J. Roberts
We develop the first Bayesian Optimization algorithm, BLOSSOM, which selects between multiple alternative acquisition functions and traditional local optimization at each step.
1 code implementation • ICML 2018 • Binxin Ru, Mark McLeod, Diego Granziol, Michael A. Osborne
Information-theoretic Bayesian optimisation techniques have demonstrated state-of-the-art performance in tackling important global optimisation problems.
1 code implementation • 13 Mar 2017 • Mark McLeod, Michael A. Osborne, Stephen J. Roberts
We propose a novel Bayesian Optimization approach for black-box functions with an environmental variable whose value determines the tradeoff between evaluation cost and the fidelity of the evaluations.