Isabelle Guyon
Impact in
- Computer Vision and Pattern Recognition top 0.05%
- Face and Expression Recognition
- Handwritten Text Recognition Techniques
- Artificial Intelligence top 0.05%
- Neural Networks and Applications
- Machine Learning and Data Classification
- Anomaly Detection Techniques and Applications
Papers in
-
- Neural Networks and Applications 20
- Machine Learning and Data Classification 18
- Machine Learning and Algorithms 15
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- Handwritten Text Recognition Techniques 20
- Human Pose and Action Recognition 11
- Face and Expression Recognition 8
- Image Processing and 3D Reconstruction 8
- Co-authors
- Vladimir Vapnik (12 shared papers)Bernhard E. Boser (6 shared papers)Jason Weston (2 shared papers)Masoud Nikravesh (2 shared papers)Léon Bottou (7 shared papers)S.R. Gunn (1 shared paper)Yann LeCun (6 shared papers)Eduard Säckinger (4 shared papers)
- Journals
- Pattern Recognition Letters (3 papers)Neurocomputing (3 papers)Machine Vision and Applications (2 papers)Pattern Analysis and Applications (2 papers)Neural Networks (2 papers)
- Partner nations
- United StatesFranceGermany
In The Last Decade
Isabelle Guyon
111 papers receiving 20.6k citations
Isabelle Guyon's Hit Papers
Peers
Comparison fields: 5 of 227
- Computer Vision and Pattern Recognition 6.3k
- Artificial Intelligence 8.8k
- Signal Processing 1.7k
- Media Technology 1.1k
- Human-Computer Interaction 551
Countries citing papers authored by Isabelle Guyon
This map shows the geographic impact of Isabelle Guyon'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 Isabelle Guyon with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Isabelle Guyon more than expected).
Fields of papers citing papers by Isabelle Guyon
This network shows the impact of papers produced by Isabelle Guyon. 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 Isabelle Guyon. The network helps show where Isabelle Guyon may publish in the future.
Co-authors
The 25 scholars most cited alongside Isabelle Guyon, 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 116 papers — load more, or switch the sort, to bring in the rest.
| # | Work | ||
|---|---|---|---|
| 1 | A training algorithm for optimal margin classifiers Hit paper breakdown → | 1992 | 7594 |
| 2 | Gene Selection for Cancer Classification using Support Vector Machines Hit paper breakdown → | 2002 | 6945 |
| 3 | SIGNATURE VERIFICATION USING A “SIAMESE” TIME DELAY NEURAL NETWORK Hit paper breakdown → | 1993 | 1397 |
| 4 | Feature extraction : foundations and applications Hit paper breakdown → | 2006 | 1105 |
| 5 | Comparison of classifier methods: a case study in handwritten digit recognition Hit paper breakdown → | 2002 | 408 |
| 6 | Comparison of learning algorithms for handwritten digit recognition | 1995 | 364 |
| 7 | 1989 | 311 | |
| 8 | 1995 | 309 | |
| 9 | Feature Extraction: Foundations and Applications (Studies in Fuzziness and Soft Computing) | 2006 | 300 |
| 10 | Result Analysis of the NIPS 2003 Feature Selection Challenge | 2004 | 293 |
| 11 | 2002 | 248 | |
| 12 | 1985 | 236 | |
| 13 | Discovering informative patterns and data cleaning | 1996 | 138 |
| 14 | Automatic Capacity Tuning of Very Large VC-Dimension Classifiers | 1992 | 123 |
| 15 | 1991 | 117 | |
| 16 | 1998 | 94 | |
| 17 | Model Selection: Beyond the Bayesian/Frequentist Divide | 2010 | 93 |
| 18 | Neural Network Recognizer for Hand-Written Zip Code Digits | 1988 | 89 |
| 19 | 2020 | 87 | |
| 20 | 1995 | 81 |
About Isabelle Guyon
Isabelle Guyon is a scholar working on Artificial Intelligence, Computer Vision and Pattern Recognition, Human-Computer Interaction, Signal Processing and Information Systems, having authored 116 papers that have together received 21.9k indexed citations. Recurring topics across this work include Neural Networks and Applications (20 papers), Handwritten Text Recognition Techniques (20 papers), Machine Learning and Data Classification (18 papers), Hand Gesture Recognition Systems (16 papers), Machine Learning and Algorithms (15 papers), Human Pose and Action Recognition (11 papers), Face and Expression Recognition (8 papers) and Image Processing and 3D Reconstruction (8 papers). The work is most often cited by research in Computer Vision and Pattern Recognition (6.3k citations), Artificial Intelligence (8.8k citations), Signal Processing (1.7k citations), Media Technology (1.1k citations) and Human-Computer Interaction (551 citations). Isabelle Guyon has collaborated with scholars based in United States, France and Germany. Frequent co-authors include Vladimir Vapnik, Bernhard E. Boser, Jason Weston, Masoud Nikravesh, Léon Bottou, S.R. Gunn, Yann LeCun, Eduard Säckinger, Jane Bromley and J. S. Denker. Their work appears in journals such as Pattern Recognition Letters, Neurocomputing, Machine Vision and Applications, Pattern Analysis and Applications and Neural Networks.
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.