Ghent University Academic Bibliography

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Batch Bayesian active learning for feasible region identification by local penalization

Jixiang Qing (UGent) , Nicolas Knudde, Ivo Couckuyt (UGent) , Tom Dhaene (UGent) and Kohei Shintani

(2020) 2020 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.2779-2790
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Learning to forget : design of experiments for line-based Bayesian optimization in dynamic environments

Jens Jocqué, Tom Van Steenkiste, Pieter Stroobant, Rémi Delanghe, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) 2019 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.656-667
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Deep Gaussian process metamodeling of sequentially sampled non-stationary response surfaces

Vincent Dutordoir, Nicolas Knudde, Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2017) 2017 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.1728-1739
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Sensitivity analysis of expensive black-box systems using metamodeling

Tom Van Steenkiste, Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2016) 2016 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.578-589
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Constructing classifiers of expensive simulation-based data by sequential experimental design

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2015) 2015 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.3166-3167
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Classification aided domain reduction for high dimensional optimization

Prashant Singh (UGent) , Francesco Ferranti (UGent) , Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2014) PROCEEDINGS OF THE 2014 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.3928-3939
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On the use of gradients in kriging surrogate models

Selvakumar Ulaganathan (UGent) , Ivo Couckuyt (UGent) , Tom Dhaene (UGent) , Eric Laermans (UGent) and Joris Degroote (UGent)

(2014) PROCEEDINGS OF THE 2014 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.2692-2701
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A balanced sequential design strategy for global surrogate modeling

Prashant Singh (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2013) Winter Simulation Conference Proceedings. p.2172-2179
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A novel sequential design strategy for global surrogate modeling

Karel Crombecq, Luciano De Tommasi, Dirk Gorissen (UGent) and Tom Dhaene (UGent)

(2009) PROCEEDINGS OF THE 2009 WINTER SIMULATION CONFERENCE (WSC 2009 ), VOL 1-4. In Winter Simulation Conference Proceedings p.731-742

Academic Bibliography

Batch Bayesian active learning for feasible region identification by local penalization

Learning to forget : design of experiments for line-based Bayesian optimization in dynamic environments

Deep Gaussian process metamodeling of sequentially sampled non-stationary response surfaces

Sensitivity analysis of expensive black-box systems using metamodeling

Constructing classifiers of expensive simulation-based data by sequential experimental design

Classification aided domain reduction for high dimensional optimization

On the use of gradients in kriging surrogate models

A balanced sequential design strategy for global surrogate modeling

A novel sequential design strategy for global surrogate modeling

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