| Taking the human out of the loop: A review of Bayesian optimization B Shahriari, K Swersky, Z Wang, RP Adams, N De Freitas Proceedings of the IEEE 104 (1), 148-175, 2015 | 793 | 2015 |
| On correlation and budget constraints in model-based bandit optimization with application to automatic machine learning M Hoffman, B Shahriari, N Freitas Artificial Intelligence and Statistics, 365-374, 2014 | 59 | 2014 |
| An entropy search portfolio for Bayesian optimization B Shahriari, Z Wang, MW Hoffman, A Bouchard-Côté, N de Freitas arXiv preprint arXiv:1406.4625, 2014 | 28 | 2014 |
| Modular mechanisms for bayesian optimization MW Hoffman, B Shahriari NIPS Workshop on Bayesian Optimization, 1-5, 2014 | 19 | 2014 |
| Do we need “harmless” Bayesian optimization and “first-order” Bayesian optimization MO Ahmed, B Shahriari, M Schmidt NIPS BayesOpt, 2016 | 15 | 2016 |
| Heteroscedastic treed bayesian optimisation JAM Assael, Z Wang, B Shahriari, N de Freitas arXiv preprint arXiv:1410.7172, 2014 | 13 | 2014 |
| Unbounded Bayesian optimization via regularization B Shahriari, A Bouchard-Côté, N Freitas Artificial Intelligence and Statistics, 1168-1176, 2016 | 12 | 2016 |
| Exploiting correlation and budget constraints in bayesian multi-armed bandit optimization MW Hoffman, B Shahriari, N de Freitas arXiv preprint arXiv:1303.6746, 2013 | 11 | 2013 |
| Which Learning Algorithms Can Generalize Identity-Based Rules to Novel Inputs? P Tupper, B Shahriari arXiv preprint arXiv:1605.04002, 2016 | 5 | 2016 |
| Practical Bayesian optimization with application to tuning machine learning algorithms B Shahriari University of British Columbia, 2016 | 1 | 2016 |
| Making Efficient Use of Demonstrations to Solve Hard Exploration Problems TL Paine, C Gulcehre, B Shahriari, M Denil, M Hoffman, H Soyer, ... arXiv preprint arXiv:1909.01387, 2019 | | 2019 |
| A combined finite element and Bayesian optimization framework for shape optimization in spectral geometry S Dominguez, N Nigam, B Shahriari Computers & Mathematics with Applications 74 (11), 2874-2896, 2017 | | 2017 |
| Bayesian optimization: an introduction, review (and demo) B Shahriari | | 2016 |
| On correlation and budget constraints in model− based bandit optimization with application to automatic machine learning B Shahriari, M Hoffman, N de Freitas | | 2014 |
| The modified Cahn-Hilliard equation on general surfaces B Shahriari Science: Department of Mathematics, 2010 | | 2010 |
| ON THE GLOBAL OPTIMALITY OF THE REGULAR PENTAGON FOR THE DIRICHLET EIGENVALUE PROBLEM S DOMINGUEZ, N NIGAM, B SHAHRIARI | | |
Nando de FreitasCIFAR & DeepMindVerified email at google.com