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Gérard Biau

Gérard Biau publishes mostly in Artificial Intelligence, Statistics and Probability and Computer Vision and Pattern Recognition, on topics such as Machine Learning and Data Classification, Adversarial Robustness in Machine Learning and Explainable Artificial Intelligence (XAI).

World rank
#332,968
of 1,633,909 ranked researchers
Rank in France
#18,861
of 96,116
Works
25
Citations
146
Citations per work
5.8

What does Gérard Biau research?

Artificial Intelligence: 54.5%Statistics and Probability: 9.1%Computer Vision and Pattern Recognition: 6.1%General Health Professions: 6.1%other fields: 24.2%55%top field
Artificial Intelligence54.5%Statistics and Probability9.1%Computer Vision and Pattern Recognition6.1%General Health Professions6.1%other fields24.2%

Shares of their own output, by the field each of their topics belongs to. The grey slice is everything not listed.

  1. 1Artificial Intelligence55% of their works
  2. 2Statistics and Probability9% of their works
  3. 3Computer Vision and Pattern Recognition6% of their works
  4. 4General Health Professions6% of their works
  5. 5Molecular Biology6% of their works
  6. 6Statistical and Nonlinear Physics6% of their works

Research topics

Which keywords describe Gérard Biau's research?

The keywords of their largest research topics: Deep Neural Networks, Deep Learning, Neural Networks, Hyperparameter Optimization, Machine Learning, Noisy Labels, Adversarial Examples and Interpretable Models.

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
  1. Deep Neural Networks72 topics
  2. Deep Learning52 topics
  3. Neural Networks52 topics
  4. Hyperparameter Optimization41 topic
  5. Machine Learning42 topics
  6. Noisy Labels41 topic
  7. Adversarial Examples31 topic
  8. Interpretable Models31 topic
  9. Machine Learning Interpretability31 topic
  10. Robustness31 topic
  11. Backpropagation Learning21 topic
  12. Long-Range Interactions21 topic
  13. Nonextensive Statistical Mechanics21 topic
  14. Self-Organizing Maps21 topic
  15. Biopharmaceuticals11 topic
  16. DNA Computing11 topic
  17. Differential Privacy11 topic
  18. Federated Learning11 topic
  19. Molecular Computation11 topic
  20. Protein Aggregation11 topic

Where does Gérard Biau work?

Gérard Biau's main affiliation in the publication record is Laboratoire de Probabilités, Statistique et Modélisation, France.

How many publications and citations does Gérard Biau have?

Science Explorer counts 25 works and 146 citations for Gérard Biau, ranking #332,968 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.

Other researchers named Gérard Biau

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