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A Flexible Framework for Multi-Objective Bayesian Optimization using Random Scalarizations.

, , and . UAI, page 267. AUAI Press, (2019)

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ProBO: a Framework for Using Probabilistic Programming in Bayesian Optimization., , , , and . CoRR, (2019)Gaussian Process Bandit Optimisation with Multi-fidelity Evaluations., , , , and . NIPS, page 992-1000. (2016)High Dimensional Bayesian Optimization via Restricted Projection Pursuit Models., , , and . AISTATS, volume 51 of JMLR Workshop and Conference Proceedings, page 884-892. JMLR.org, (2016)Nonparametric Estimation of Renyi Divergence and Friends., , , and . ICML, volume 32 of JMLR Workshop and Conference Proceedings, page 919-927. JMLR.org, (2014)A Flexible Multi-Objective Bayesian Optimization Approach using Random Scalarizations., , and . CoRR, (2018)Noisy Blackbox Optimization with Multi-Fidelity Queries: A Tree Search Approach., , and . CoRR, (2018)Multi-Fidelity Black-Box Optimization with Hierarchical Partitions., , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 4545-4554. PMLR, (2018)Parallelised Bayesian Optimisation via Thompson Sampling., , , and . AISTATS, volume 84 of Proceedings of Machine Learning Research, page 133-142. PMLR, (2018)On Estimating L22 Divergence., , , and . AISTATS, volume 38 of JMLR Workshop and Conference Proceedings, JMLR.org, (2015)Nonparametric von Mises Estimators for Entropies, Divergences and Mutual Informations., , , , and . NIPS, page 397-405. (2015)