Serge Gratton
Serge Gratton publishes mostly in Computational Theory and Mathematics, Numerical Analysis and Artificial Intelligence, on topics such as Matrix Theory and Algorithms, Advanced Optimization Algorithms Research and Electromagnetic Scattering and Analysis.
- World rank
- #826,270 of 1,633,909 ranked researchers
- Rank in France
- #51,267 of 96,116
- Works
- 38
- Citations
- 72
- Citations per work
- 1.9
What does Serge Gratton research?
Shares of their own output, by the field each of their topics belongs to. The grey slice is everything not listed.
- 1Computational Theory and Mathematics23% of their works
- 2Numerical Analysis18% of their works
- 3Artificial Intelligence16% of their works
- 4Atomic and Molecular Physics, and Optics9% of their works
- 5Computational Mechanics9% of their works
- 6Statistical and Nonlinear Physics7% of their works
Research topics
- Matrix Theory and Algorithms
- Advanced Optimization Algorithms Research
- Electromagnetic Scattering and Analysis
- Neural Networks and Applications
- Stochastic Gradient Optimization Techniques
- Advanced Numerical Methods in Computational Mathematics
- Numerical methods in inverse problems
- Model Reduction and Neural Networks
Which keywords describe Serge Gratton's research?
The keywords of their largest research topics: Convex Optimization, Deep Learning, Matrix Computations, Numerical Linear Algebra, Inverse Problems, Neural Networks, Optimization Software and Semidefinite Programming.
- Stochastic Gradient Descent
- Regularization Methods
- Partial Differential Equations
- Ill-Posed Problems
- Finite Element Methods
- Integral Equation Methods
- Semidefinite Programming
- Neural Networks
- Numerical Linear Algebra
- Deep Learning
- Convex Optimization
- Matrix Computations
- Inverse Problems
- Optimization Software
- Electromagnetic Scattering
- Backpropagation Learning
- Fluid-Structure Interaction
- Model Reduction
- Random Projections
- Self-Organizing Maps
Size is their works in the topics tagged with each word, from their 8 largest topics. Each links to the topic it comes from most.
All 20 words, with their numbers
- Convex Optimization92 topics
- Deep Learning93 topics
- Matrix Computations91 topic
- Numerical Linear Algebra91 topic
- Inverse Problems62 topics
- Neural Networks62 topics
- Optimization Software61 topic
- Semidefinite Programming61 topic
- Electromagnetic Scattering41 topic
- Integral Equation Methods41 topic
- Backpropagation Learning31 topic
- Finite Element Methods31 topic
- Fluid-Structure Interaction31 topic
- Ill-Posed Problems31 topic
- Model Reduction31 topic
- Partial Differential Equations31 topic
- Random Projections31 topic
- Regularization Methods31 topic
- Self-Organizing Maps31 topic
- Stochastic Gradient Descent31 topic
Where does Serge Gratton work?
Serge Gratton's main affiliation in the publication record is Institut National Polytechnique de Toulouse, France.
How many publications and citations does Serge Gratton have?
Science Explorer counts 38 works and 72 citations for Serge Gratton, ranking #826,270 of 1,633,909 researchers worldwide on the composite score.
Ranked on field-normalised excellence (50%), output (30%) and citations (20%). Counts come from OpenAlex author records, which occasionally merge different people who share a name or split one person into several.
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