Roman Garnett
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A universal noise removal algorithm with an impulse detector
R Garnett, T Huegerich, C Chui, W He
IEEE Transactions on image processing 14 (11), 1747-1754, 2005
Bayesian Optimization
R Garnett
Gaussian processes for global optimization
MA Osborne, R Garnett, SJ Roberts
Propagation kernels: efficient graph kernels from propagated information
M Neumann, R Garnett, C Bauckhage, K Kersting
Machine learning 102, 209-245, 2016
Bayesian optimization for sensor set selection
R Garnett, MA Osborne, SJ Roberts
Proceedings of the 9th ACM/IEEE international conference on information …, 2010
D-VAE: A variational autoencoder for directed acyclic graphs
M Zhang, S Jiang, Z Cui, R Garnett, Y Chen
Advances in Neural Information Processing Systems 32, 2019
Bayesian optimization for automated model selection
G Malkomes, C Schaff, R Garnett
Advances in Neural Information Processing Systems 29, 2016
Bayesian optimal active search and surveying
R Garnett, Y Krishnamurthy, X Xiong, J Schneider, R Mann
International Conference on Machine Learning (ICML 2012), 2012
Bioinspired polarization vision enables underwater geolocalization
SB Powell, R Garnett, J Marshall, C Rizk, V Gruev
Science advances 4 (4), eaao6841, 2018
Active learning of model evidence using Bayesian quadrature
M Osborne, R Garnett, Z Ghahramani, DK Duvenaud, SJ Roberts, ...
Advances in neural information processing systems 25, 2012
Discovering and exploiting additive structure for Bayesian optimization
J Gardner, C Guo, K Weinberger, R Garnett, R Grosse
Artificial Intelligence and Statistics, 1311-1319, 2017
Sampling for inference in probabilistic models with fast Bayesian quadrature
T Gunter, MA Osborne, R Garnett, P Hennig, SJ Roberts
Advances in neural information processing systems 27, 2014
Active learning of linear embeddings for Gaussian processes
R Garnett, MA Osborne, P Hennig
arXiv preprint arXiv:1310.6740, 2013
Sequential Bayesian prediction in the presence of changepoints and faults
R Garnett, MA Osborne, S Reece, A Rogers, SJ Roberts
The Computer Journal 53 (9), 1430-1446, 2010
Σ-optimality for active learning on gaussian random fields
Y Ma, R Garnett, J Schneider
Advances in Neural Information Processing Systems, 2751-2759, 2013
Differentially private Bayesian optimization
M Kusner, J Gardner, R Garnett, K Weinberger
International conference on machine learning, 918-927, 2015
Sequential Bayesian prediction in the presence of changepoints
R Garnett, MA Osborne, SJ Roberts
Proceedings of the 26th Annual International Conference on Machine Learning …, 2009
Efficient graph kernels by randomization
M Neumann, N Patricia, R Garnett, K Kersting
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2012
Multi-scale inference of interaction rules in animal groups using Bayesian model selection
RP Mann, A Perna, D Strömbom, R Garnett, JE Herbert-Read, ...
PLoS computational biology 9 (3), e1002961, 2013
Efficient nonmyopic active search
S Jiang, G Malkomes, G Converse, A Shofner, B Moseley, R Garnett
International Conference on Machine Learning, 1714-1723, 2017
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