Roman Garnett

Cited by

	All	Since 2019
Citations	5277	3468
h-index	33	29
i10-index	63	54

780

390

195

585

200620072008200920102011201220132014201520162017201820192020202120222023202415 31 37 45 83 68 113 137 168 207 201 279 390 374 514 545 555 775 695

Public access

View all

55 articles

0 articles

available

not available

Based on funding mandates

Co-authors

Michael A OsborneProfessor of Machine Learning, University of OxfordVerified email at robots.ox.ac.uk
Stephen RobertsProfessor of Engineering Science (Machine Learning, Information Engineering), University of OxfordVerified email at robots.ox.ac.uk
Jeff SchneiderCarnegie Mellon UniversityVerified email at cs.cmu.edu
Gustavo MalkomesIntelVerified email at intel.com
Kristian KerstingProfessor of AI & ML, TU Darmstadt, Co-Director hessian.ai, DFKI, Germany, CLAIRE & ELLISVerified email at cs.tu-darmstadt.de
Shali JiangFacebookVerified email at wustl.edu
Richard P MannProfessor of Mathematical Ecology & Evolution, University of LeedsVerified email at leeds.ac.uk
Marion NeumannWashington University in St. LouisVerified email at wustl.edu
Jacob GardnerUniversity of PennsylvaniaVerified email at seas.upenn.edu
Quan NguyenPostdoc, Princeton UniversityVerified email at wustl.edu
Alvitta OttleyWashington University in St. LouisVerified email at wustl.edu
Simeon BirdUniversity of California, RiversideVerified email at ucr.edu
Wenjie HeAssociate Professor, University of Missouri -St. LouisVerified email at umsl.edu
Tim HuegerichSenior Economist, L. R. Christensen AssociatesVerified email at uwalumni.com
Thomas GärtnerTU Wien (Technical University of Vienna)Verified email at tuwien.ac.at
Yifei MaApplied Scientist, Amazon.ComVerified email at amazon.com
Benjamin MoseleyCarnegie Mellon UniversityVerified email at andrew.cmu.edu
Philipp HennigUniversity of TübingenVerified email at uni-tuebingen.de
Kilian WeinbergerCornell UniversityVerified email at cornell.edu
Henry ChaiWashington University in Saint LouisVerified email at wustl.edu

Roman Garnett

Washington University in St. Louis

Verified email at wustl.edu - Homepage

machine learning active learning active search Bayesian optimization Gaussian processes


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
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	834	2005
Bayesian Optimization R Garnett	544	2023
Gaussian processes for global optimization MA Osborne, R Garnett, SJ Roberts	357	2009
Propagation kernels: efficient graph kernels from propagated information M Neumann, R Garnett, C Bauckhage, K Kersting Machine learning 102, 209-245, 2016	288	2016
Bayesian optimization for sensor set selection R Garnett, MA Osborne, SJ Roberts Proceedings of the 9th ACM/IEEE international conference on information …, 2010	212	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	195	2019
Bayesian optimization for automated model selection G Malkomes, C Schaff, R Garnett Advances in Neural Information Processing Systems 29, 2016	149	2016
Bioinspired polarization vision enables underwater geolocalization SB Powell, R Garnett, J Marshall, C Rizk, V Gruev Science advances 4 (4), eaao6841, 2018	143	2018
Bayesian optimal active search and surveying R Garnett, Y Krishnamurthy, X Xiong, J Schneider, R Mann International Conference on Machine Learning (ICML 2012), 2012	142	2012
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	137	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	120	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	119	2014
Active learning of linear embeddings for Gaussian processes R Garnett, MA Osborne, P Hennig arXiv preprint arXiv:1310.6740, 2013	119	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	96	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	73	2013
Differentially private Bayesian optimization M Kusner, J Gardner, R Garnett, K Weinberger International conference on machine learning, 918-927, 2015	68	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	68	2009
Efficient graph kernels by randomization M Neumann, N Patricia, R Garnett, K Kersting Machine Learning and Knowledge Discovery in Databases: European Conference …, 2012	67	2012
Efficient nonmyopic active search S Jiang, G Malkomes, G Converse, A Shofner, B Moseley, R Garnett International Conference on Machine Learning, 1714-1723, 2017	61	2017
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	59	2013

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow

Cited by

Co-authors