引用次数
引用: 5,006
H-指数: 33
I10-指数 : 62
出版物: 137
Active Area Search via Bayesian Quadrature
Yifei Ma , Jeff G. Schneider , Roman Garnett
international conference on artificial intelligence and statistics 595 -603
8
2014
Anomaly Detection and Removal Using Non-Stationary Gaussian Processes
Steven Reece , Michael Osborne , Stephen Roberts , Roman Garnett
arXiv: Machine Learning
12
2015
Differentially Private Bayesian Optimization
Kilian Weinberger , Matt Kusner , Jacob Gardner , Roman Garnett
international conference on machine learning 918 -927
18
2015
Prediction and fault detection of environmental signals with uncharacterised faults
Nando De Freitas , Michael A. Osborne , Roman Garnett , Kevin Swersky
national conference on artificial intelligence 349 -355
6
2012
Submodularity in Batch Active Learning and Survey Problems on Gaussian Random Fields
Yifei Ma , Jeff G. Schneider , Roman Garnett
arXiv: Learning
4
2012
Finding Galaxies in the Shadows of Quasars with Gaussian Processes
Shirley Ho , Jeff Schneider , Roman Garnett
international conference on machine learning 1025 -1033
3
2015
The entropic basis of collective behaviour.
Richard P. Mann , Richard P. Mann , Roman Garnett
Journal of the Royal Society Interface 12 ( 106) 20150037
21
2015
Σ-Optimality for Active Learning on Gaussian Random Fields
Yifei Ma , Jeff Schneider , Roman Garnett
neural information processing systems 26 2751 -2759
52
2013
Bayesian Optimal Active Search and Surveying
Yamuna Krishnamurthy , Richard Mann , Jeff G. Schneider , Roman Garnett
international conference on machine learning 843 -850
35
2012
Sampling for Inference in Probabilistic Models with Fast Bayesian Quadrature
Philipp Hennig , Tom Gunter , Michael A Osborne , Stephen J Roberts
neural information processing systems 27 2789 -2797
26
2014
Active Pointillistic Pattern Search
Yifei Ma , Jeff G. Schneider , Roman Garnett , Danica J. Sutherland
international conference on artificial intelligence and statistics 672 -680
6
2015
Coinciding Walk Kernels: Parallel Absorbing Random Walks for Learning with Graphs and Few Labels
Kristian Kersting , Roman Garnett , Marion Neumann
asian conference on machine learning 357 -372
5
2013
Graph Kernels for Object Category Prediction in Task-Dependent Robot Grasping
Laura Antanas , Plinio Moreno , Kristian Kersting , Roman Garnett
mining and learning with graphs 0 -6
13
2013
Bayesian active model selection with an application to automated audiometry
Kilian Q. Weinberger , Dennis Barbour , Gustavo Malkomes , John P. Cunningham
neural information processing systems 28 2386 -2394
12
2015
Bayesian Quadrature for Ratios
Michael A. Osborne , Stephen J. Roberts , Roman Garnett , Suzanne Aigrain
international conference on artificial intelligence and statistics 832 -840
17
2012
Power iterated color refinement
Martin Mladenov , Kristian Kersting , Roman Garnett , Martin Grohe
national conference on artificial intelligence 1904 -1910
20
2014
BASC: applying Bayesian optimization to the search for global minima on potential energy surfaces
Cynthia Lo , Roman Garnett , Shane Carr
international conference on machine learning 898 -907
10
2016
Bayesian optimization for automated model selection
Gustavo Malkomes , Roman Garnett , Charles Schaff
neural information processing systems 29 2892 -2900
38
2016
Modeling Local Video Statistics for Anomaly Detection
Roman Garnett
2004
Active search in intensionally specified structured spaces
Thomas Gärtner , Roman Garnett , Dino Oglic
national conference on artificial intelligence 2443 -2449
3
2017