Karsten Borgwardt
Impact in
- Artificial Intelligence top 0.2%
- Advanced Graph Neural Networks
- Domain Adaptation and Few-Shot Learning
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- Graph Theory and Algorithms
- Face and Expression Recognition
Papers in
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- Advanced Graph Neural Networks 18
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- Gene expression and cancer classification 16
- Bioinformatics and Genomic Networks 16
- Co-authors
- Arthur Gretton (11 shared papers)Bernhard Schölkopf (7 shared papers)Malte J. Rasch (4 shared papers)H.-P. Kriegel (2 shared papers)Alex Smola (9 shared papers)Oliver Stegle (15 shared papers)Alexander J. Smola (4 shared papers)S. V. N. Vishwanathan (7 shared papers)
- Journals
- Bioinformatics (27 papers)Nature Communications (5 papers)Nucleic Acids Research (4 papers)Journal of Computational Biology (2 papers)Journal of Machine Learning Research (2 papers)
- Partner nations
- GermanySwitzerlandUnited States
In The Last Decade
Karsten Borgwardt
129 papers receiving 9.7k citations
Karsten Borgwardt's Hit Papers
Peers
Comparison fields: 5 of 203
- Artificial Intelligence 3.9k
- Computer Vision and Pattern Recognition 2.0k
- Statistical and Nonlinear Physics 834
- Health Informatics 83
- Signal Processing 545
Countries citing papers authored by Karsten Borgwardt
This map shows the geographic impact of Karsten Borgwardt'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 Karsten Borgwardt with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Karsten Borgwardt more than expected).
Fields of papers citing papers by Karsten Borgwardt
This network shows the impact of papers produced by Karsten Borgwardt. 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 Karsten Borgwardt. The network helps show where Karsten Borgwardt may publish in the future.
Co-authors
The 25 scholars most cited alongside Karsten Borgwardt, 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 133 papers — load more, or switch the sort, to bring in the rest.
| # | Work | ||
|---|---|---|---|
| 1 | Integrating structured biological data by Kernel Maximum Mean Discrepancy Hit paper breakdown → | 2006 | 1148 |
| 2 | A kernel two-sample test Hit paper breakdown → | 2012 | 1027 |
| 3 | Whole-genome sequencing of multiple Arabidopsis thaliana populations Hit paper breakdown → | 2011 | 690 |
| 4 | Protein function prediction via graph kernels Hit paper breakdown → | 2005 | 637 |
| 5 | Spontaneous epigenetic variation in the Arabidopsis thaliana methylome Hit paper breakdown → | 2011 | 529 |
| 6 | Shortest-Path Kernels on Graphs Hit paper breakdown → | 2006 | 488 |
| 7 | Graph Kernels | 2010 | 383 |
| 8 | Efficient Graphlet Kernels for Large Graph Comparison Hit paper breakdown → | 2009 | 374 |
| 9 | An introduction to Gaussian processes | 2010 | 270 |
| 10 | Early prediction of circulatory failure in the intensive care unit using machine learning Hit paper breakdown → | 2020 | 250 |
| 11 | 2015 | 247 | |
| 12 | 2007 | 233 | |
| 13 | Feature selection via dependence maximization | 2012 | 216 |
| 14 | Direct antimicrobial resistance prediction from clinical MALDI-TOF mass spectra using machine learning Hit paper breakdown → | 2022 | 156 |
| 15 | 2020 | 153 | |
| 16 | 2020 | 132 | |
| 17 | Fast subtree kernels on graphs | 2009 | 118 |
| 18 | 2021 | 114 | |
| 19 | 2010 | 105 | |
| 20 | 2020 | 104 |
About Karsten Borgwardt
Karsten Borgwardt is a scholar working on Artificial Intelligence, Molecular Biology, Genetics, Computer Vision and Pattern Recognition and Information Systems, having authored 133 papers that have together received 10.0k indexed citations. Recurring topics across this work include Advanced Graph Neural Networks (18 papers), Gene expression and cancer classification (16 papers), Bioinformatics and Genomic Networks (16 papers), Data Mining Algorithms and Applications (14 papers), Graph Theory and Algorithms (12 papers), Genetic Mapping and Diversity in Plants and Animals (12 papers), Genetic Associations and Epidemiology (10 papers) and Sepsis Diagnosis and Treatment (7 papers). The work is most often cited by research in Artificial Intelligence (3.9k citations), Computer Vision and Pattern Recognition (2.0k citations), Statistical and Nonlinear Physics (834 citations), Health Informatics (83 citations) and Signal Processing (545 citations). Karsten Borgwardt has collaborated with scholars based in Germany, Switzerland and United States. Frequent co-authors include Arthur Gretton, Bernhard Schölkopf, Malte J. Rasch, H.-P. Kriegel, Alex Smola, Oliver Stegle, Alexander J. Smola, S. V. N. Vishwanathan, Hans‐Peter Kriegel and Detlef Weigel. Their work appears in journals such as Bioinformatics, Nature Communications, Nucleic Acids Research, Journal of Computational Biology and Journal of Machine Learning Research.
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.