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Michael McCourt

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Achieving Diversity in Objective Space for Sample-efficient Search of Multiobjective Optimization Problems

Jun 23, 2023
Eric Hans Lee, Bolong Cheng, Michael McCourt

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Bayesian Optimization is Superior to Random Search for Machine Learning Hyperparameter Tuning: Analysis of the Black-Box Optimization Challenge 2020

Apr 20, 2021
Ryan Turner, David Eriksson, Michael McCourt, Juha Kiili, Eero Laaksonen, Zhen Xu, Isabelle Guyon

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Efficient Rollout Strategies for Bayesian Optimization

Feb 26, 2020
Eric Hans Lee, David Eriksson, Bolong Cheng, Michael McCourt, David Bindel

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Sampling Humans for Optimizing Preferences in Coloring Artwork

Jun 10, 2019
Michael McCourt, Ian Dewancker

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Bayesian Optimization over Sets

May 23, 2019
Jungtaek Kim, Michael McCourt, Tackgeun You, Saehoon Kim, Seungjin Choi

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Sequential Preference-Based Optimization

Jan 09, 2018
Ian Dewancker, Jakob Bauer, Michael McCourt

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Practical Bayesian optimization in the presence of outliers

Dec 12, 2017
Ruben Martinez-Cantin, Kevin Tee, Michael McCourt

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Robust Bayesian Optimization with Student-t Likelihood

Jul 18, 2017
Ruben Martinez-Cantin, Michael McCourt, Kevin Tee

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Bayesian Optimization for Machine Learning : A Practical Guidebook

Dec 14, 2016
Ian Dewancker, Michael McCourt, Scott Clark

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