Nicolas Le Roux
Impact in
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- Face and Expression Recognition
- Generative Adversarial Networks and Image Synthesis
- Image Retrieval and Classification Techniques
- Advanced Image and Video Retrieval Techniques
- Computational Mathematics top 5%
Papers in
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- Neural Networks and Applications 5
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- Environmental Impact and Sustainability 5
- Wind and Air Flow Studies 5
- Co-authors
- Yoshua Bengio (12 shared papers)Olivier Delalleau (7 shared papers)Pascal Vincent (3 shared papers)Marie Claude Ouimet (2 shared papers)Francis Bach (2 shared papers)Andrew L. Fanning (1 shared paper)Jason Hickel (1 shared paper)Daniel W. O’Neill (1 shared paper)
In The Last Decade
Nicolas Le Roux
60 papers receiving 2.6k citations
Nicolas Le Roux's Hit Papers
Peers
Comparison fields: 5 of 158
- Computer Vision and Pattern Recognition 1.0k
- Computational Mathematics 20
- Artificial Intelligence 1.1k
- Media Technology 211
- Signal Processing 233
Countries citing papers authored by Nicolas Le Roux
This map shows the geographic impact of Nicolas Le Roux'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 Nicolas Le Roux with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Nicolas Le Roux more than expected).
Fields of papers citing papers by Nicolas Le Roux
This network shows the impact of papers produced by Nicolas Le Roux. 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 Nicolas Le Roux. The network helps show where Nicolas Le Roux may publish in the future.
Co-authors
The 25 scholars most cited alongside Nicolas Le Roux, 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 63 papers — load more, or switch the sort, to bring in the rest.
| # | Work | ||
|---|---|---|---|
| 1 | Out-of-Sample Extensions for LLE, Isomap, MDS, Eigenmaps, and Spectral Clustering Hit paper breakdown → | 2003 | 599 |
| 2 | Representational Power of Restricted Boltzmann Machines and Deep Belief Networks Hit paper breakdown → | 2008 | 527 |
| 3 | The social shortfall and ecological overshoot of nations Hit paper breakdown → | 2021 | 230 |
| 4 | 2004 | 205 | |
| 5 | 2011 | 145 | |
| 6 | The Curse of Highly Variable Functions for Local Kernel Machines | 2005 | 127 |
| 7 | Efficient Non-Parametric Function Induction in Semi-Supervised Learning | 2004 | 127 |
| 8 | 2010 | 114 | |
| 9 | 2011 | 64 | |
| 10 | Topmoumoute Online Natural Gradient Algorithm | 2007 | 60 |
| 11 | Convex Neural Networks | 2005 | 58 |
| 12 | 2010 | 55 | |
| 13 | 2020 | 46 | |
| 14 | A Stochastic Gradient Method with an Exponential Convergence Rate for Strongly-Convex Optimization with Finite Training Sets | 2012 | 34 |
| 15 | 2015 | 33 | |
| 16 | 2015 | 28 | |
| 17 | 2021 | 26 | |
| 18 | 2020 | 26 | |
| 19 | A fast natural Newton method | 2010 | 25 |
| 20 | 2020 | 20 |
About Nicolas Le Roux
Nicolas Le Roux is a scholar working on Artificial Intelligence, Environmental Engineering, Computer Vision and Pattern Recognition, Computational Mechanics and Atmospheric Science, having authored 63 papers that have together received 2.8k indexed citations. Recurring topics across this work include Sparse and Compressive Sensing Techniques (8 papers), Agriculture Sustainability and Environmental Impact (6 papers), Agriculture, Land Use, Rural Development (5 papers), Environmental Impact and Sustainability (5 papers), Wind and Air Flow Studies (5 papers), Neural Networks and Applications (5 papers), Climate change and permafrost (5 papers) and Optical Polarization and Ellipsometry (4 papers). The work is most often cited by research in Computer Vision and Pattern Recognition (1.0k citations), Computational Mathematics (20 citations), Artificial Intelligence (1.1k citations), Media Technology (211 citations) and Signal Processing (233 citations). Nicolas Le Roux has collaborated with scholars based in France, Canada and Austria. Frequent co-authors include Yoshua Bengio, Olivier Delalleau, Pascal Vincent, Marie Claude Ouimet, Francis Bach, Andrew L. Fanning, Jason Hickel, Daniel W. O’Neill, Mark Schmidt and Jean-François Paiement. Their work appears in journals such as Neural Computation, Journal of the Optical Society of America A, Building and Environment, International Journal of Ventilation and One Earth.
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.