Sören Sonnenburg
Impact in
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- Face and Expression Recognition
- Advanced Image and Video Retrieval Techniques
- Artificial Intelligence top 1%
- Neural Networks and Applications
- Machine Learning and ELM
Papers in
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- Algorithms and Data Compression 4
- Machine Learning and Algorithms 4
- Metaheuristic Optimization Algorithms Research 3
- Neural Networks and Applications 3
- Machine Learning and Data Classification 3
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- Face and Expression Recognition 6
- Co-authors
- Gunnar Rätsch (17 shared papers)Bernhard Schölkopf (4 shared papers)Christin Schäfer (4 shared papers)Cheng Soon Ong (2 shared papers)Asa Ben‐Hur (1 shared paper)Alexander Zien (8 shared papers)Klaus- Robert Müller (8 shared papers)Jonas Behr (2 shared papers)
- Journals
- Bioinformatics (2 papers)PLoS Computational Biology (2 papers)BMC Bioinformatics (2 papers)PLoS ONE (1 paper)Journal of Chemical Information and Modeling (1 paper)
- Partner nations
- GermanyUnited StatesAustralia
In The Last Decade
Sören Sonnenburg
27 papers receiving 2.9k citations
Sören Sonnenburg's Hit Papers
Peers
Comparison fields: 5 of 174
- Computer Vision and Pattern Recognition 922
- Artificial Intelligence 1.2k
- Signal Processing 212
- Media Technology 143
- Molecular Biology 943
Countries citing papers authored by Sören Sonnenburg
This map shows the geographic impact of Sören Sonnenburg'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 Sören Sonnenburg with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Sören Sonnenburg more than expected).
Fields of papers citing papers by Sören Sonnenburg
This network shows the impact of papers produced by Sören Sonnenburg. 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 Sören Sonnenburg. The network helps show where Sören Sonnenburg may publish in the future.
Co-authors
The 25 scholars most cited alongside Sören Sonnenburg, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.
All Works
Showing the 20 most-cited of 27 papers — load more, or switch the sort, to bring in the rest.
| # | Work | ||
|---|---|---|---|
| 1 | Large Scale Multiple Kernel Learning Hit paper breakdown → | 2006 | 957 |
| 2 | 2008 | 552 | |
| 3 | The SHOGUN Machine Learning Toolbox | 2010 | 189 |
| 4 | 2007 | 139 | |
| 5 | The Need for Open Source Software in Machine Learning | 2007 | 135 |
| 6 | 2009 | 123 | |
| 7 | A general and efficient multiple kernel learning algorithm | 2005 | 120 |
| 8 | 2002 | 101 | |
| 9 | 2006 | 91 | |
| 10 | 2006 | 73 | |
| 11 | 2005 | 69 | |
| 12 | 2002 | 60 | |
| 13 | Optimized Cutting Plane Algorithm for Large-Scale Risk Minimization | 2009 | 56 |
| 14 | 2016 | 53 | |
| 15 | 2007 | 50 | |
| 16 | 2008 | 50 | |
| 17 | 2004 | 48 | |
| 18 | 2005 | 39 | |
| 19 | 2007 | 36 | |
| 20 | Non-Sparse Regularization and Efficient Training with Multiple Kernels | 2010 | 26 |
About Sören Sonnenburg
Sören Sonnenburg is a scholar working on Artificial Intelligence, Computer Vision and Pattern Recognition, Molecular Biology, Aging and Control and Systems Engineering, having authored 27 papers that have together received 3.0k indexed citations. Recurring topics across this work include Machine Learning in Bioinformatics (10 papers), Face and Expression Recognition (6 papers), Gene expression and cancer classification (5 papers), Algorithms and Data Compression (4 papers), Machine Learning and Algorithms (4 papers), Metaheuristic Optimization Algorithms Research (3 papers), Neural Networks and Applications (3 papers) and Machine Learning and Data Classification (3 papers). The work is most often cited by research in Computer Vision and Pattern Recognition (922 citations), Artificial Intelligence (1.2k citations), Signal Processing (212 citations), Media Technology (143 citations) and Molecular Biology (943 citations). Sören Sonnenburg has collaborated with scholars based in Germany, United States and Australia. Frequent co-authors include Gunnar Rätsch, Bernhard Schölkopf, Christin Schäfer, Cheng Soon Ong, Asa Ben‐Hur, Alexander Zien, Klaus- Robert Müller, Jonas Behr, Vojtěch Franc and Petra Philips. Their work appears in journals such as Bioinformatics, PLoS Computational Biology, BMC Bioinformatics, PLoS ONE and Journal of Chemical Information and Modeling.
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.