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Picture for Javier Gonzalez

Invariant Priors for Bayesian Quadrature


Dec 02, 2021
Masha Naslidnyk, Javier Gonzalez, Maren Mahsereci


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Emulation of physical processes with Emukit


Oct 25, 2021
Andrei Paleyes, Mark Pullin, Maren Mahsereci, Cliff McCollum, Neil D. Lawrence, Javier Gonzalez

* Second Workshop on Machine Learning and the Physical Sciences, NeurIPS 2019 

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RKHS-SHAP: Shapley Values for Kernel Methods


Oct 18, 2021
Siu Lun Chau, Javier Gonzalez, Dino Sejdinovic

* 11 pages, 4 figures 

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GIBBON: General-purpose Information-Based Bayesian OptimisatioN


Feb 05, 2021
Henry B. Moss, David S. Leslie, Javier Gonzalez, Paul Rayson


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Good practices for Bayesian Optimization of high dimensional structured spaces


Jan 06, 2021
Eero Siivola, Javier Gonzalez, Andrei Paleyes, Aki Vehtari


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BOSS: Bayesian Optimization over String Spaces


Oct 02, 2020
Henry B. Moss, Daniel Beck, Javier Gonzalez, David S. Leslie, Paul Rayson


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Preferential Batch Bayesian Optimization


Mar 25, 2020
Eero Siivola, Akash Kumar Dhaka, Michael Riis Andersen, Javier Gonzalez, Pablo Garcia Moreno, Aki Vehtari

* 16 pages, 10 figures 

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Efficient nonmyopic Bayesian optimization and quadrature


Oct 16, 2019
Shali Jiang, Henry Chai, Javier Gonzalez, Roman Garnett

* 13 pages, 4 figures, 6 tables, 1 algorithm 

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Meta-Surrogate Benchmarking for Hyperparameter Optimization


May 30, 2019
Aaron Klein, Zhenwen Dai, Frank Hutter, Neil Lawrence, Javier Gonzalez


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Automatic Discovery of Privacy-Utility Pareto Fronts


May 26, 2019
Brendan Avent, Javier Gonzalez, Tom Diethe, Andrei Paleyes, Borja Balle


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Active Multi-Information Source Bayesian Quadrature


Mar 27, 2019
Alexandra Gessner, Javier Gonzalez, Maren Mahsereci


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Preferential Bayesian Optimization


Apr 12, 2017
Javier Gonzalez, Zhenwen Dai, Andreas Damianou, Neil D. Lawrence

* 10 pages, 6 figures 

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