Roman Garnett
- Media Technology top 1%
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- Data Visualization and Analytics 5
- Artificial Intelligence top 2%
- Gaussian Processes and Bayesian Inference 19
- Machine Learning and Algorithms 14
- Signal Processing top 5%
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- Advanced Bandit Algorithms Research 10
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- Optimization and Search Problems 7
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- Control Systems and Identification 7
- Fault Detection and Control Systems 5
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- Gamma-ray bursts and supernovae 5
- Co-authors
- Charles K. ChuiWenjie HeStephen RobertsMichael A. OsborneKristian KerstingMarion NeumannSimeon BirdChristian Bauckhage
- Journals
- Journal of Biological Chemistry (1 paper)The Journal of Chemical Physics (1 paper)SHILAP Revista de lepidopterología (1 paper)
- Partner nations
- United StatesUnited KingdomGermany
In The Last Decade
Roman Garnett
70 papers receiving 1.7k citations
Hit Papers
Peers
Comparison fields: 5 of 155
- Media Technology 269
- Computer Vision and Pattern Recognition 548
- Artificial Intelligence 535
- Computational Theory and Mathematics 203
- Signal Processing 129
Countries citing papers authored by Roman Garnett
This map shows the geographic impact of Roman Garnett's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Roman Garnett with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Roman Garnett more than expected).
Fields of papers citing papers by Roman Garnett
This network shows the impact of papers produced by Roman Garnett. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Roman Garnett. The network helps show where Roman Garnett may publish in the future.
Co-authorship network
The 25 scholars most cited alongside Roman Garnett, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.
All Works
| # | Work | ||
|---|---|---|---|
| 1 | 2025 | 1 | |
| 2 | 2025 | 1 | |
| 3 | 2024 | 3 | |
| 4 | 2023 | 5 | |
| 5 | 2023 | 8 | |
| 6 | 2022 | 5 | |
| 7 | Cost Effective Active Search | 2019 | 2 |
| 8 | Automating Bayesian optimization with Bayesian optimization | 2018 | 8 |
| 9 | Efficient Nonmyopic Active Search | 2017 | 9 |
| 10 | 2017 | 3 | |
| 11 | Discovering and Exploiting Additive Structure for Bayesian Optimization | 2017 | 29 |
| 12 | BASC: applying Bayesian optimization to the search for global minima on potential energy surfaces | 2016 | 15 |
| 13 | 2016 | 36 | |
| 14 | Bayesian optimization for automated model selection | 2016 | 27 |
| 15 | Active Pointillistic Pattern Search | 2015 | 2 |
| 16 | Active Area Search via Bayesian Quadrature | 2014 | 5 |
| 17 | Σ-Optimality for Active Learning on Gaussian Random Fields | 2013 | 16 |
| 18 | Coinciding Walk Kernels: Parallel Absorbing Random Walks for Learning with Graphs and Few Labels | 2013 | 4 |
| 19 | Bayesian Quadrature for Ratios | 2012 | 8 |
| 20 | Active Learning of Model Evidence Using Bayesian Quadrature | 2012 | 24 |
About Roman Garnett
Roman Garnett is a scholar working on Artificial Intelligence, Management Science and Operations Research and Instrumentation, having authored 71 papers that have together received 1.8k indexed citations. Recurring topics across this work include Gaussian Processes and Bayesian Inference (19 papers), Machine Learning and Algorithms (14 papers), Advanced Bandit Algorithms Research (10 papers), Optimization and Search Problems (7 papers), Control Systems and Identification (7 papers), Fault Detection and Control Systems (5 papers), Data Visualization and Analytics (5 papers) and Gamma-ray bursts and supernovae (5 papers). The work is most often cited by research in Media Technology (269 citations), Computer Vision and Pattern Recognition (548 citations) and Artificial Intelligence (535 citations). Roman Garnett has collaborated with scholars based in United States, United Kingdom and Germany. Frequent co-authors include Charles K. Chui, Wenjie He, Stephen Roberts, Michael A. Osborne, Kristian Kersting, Marion Neumann, Simeon Bird, Christian Bauckhage, Samuel B. Powell and N. Justin Marshall. Their work appears in journals such as Journal of Biological Chemistry, The Journal of Chemical Physics and SHILAP Revista de lepidopterología.
Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.