基本信息
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Career Trajectory
Bio
Gérard Dreyfus had two scientific lives in succession: trained as a physicist, he investigates the charge storage properties of insulating polymers (electrets); he contributes to the development of various applications of electrets (microphones, ionizing radiation detectors, electrostatic relays), and to the theoretical and experimental development of a non-destructive method for charge density measurements in insulators, based on the propagation of a shock wave in the material. The method is widely used and still undergoes various developments.
As a pioneer of machine learning, he publishes with his collaborators, as early as in 1985, a series of fundamental articles on the properties and training of Hopfield networks. In 1988, he organizes the first European conference on neural networks nEuro'88 in Paris, France. Over the years, with his collaborators and doctoral students, he publishes a number of basic results, essentially methodological in nature: representation and training of dynamic models, variable selection, model selection, semi-physical modeling, learning from structured data, etc. The methods and results are applied to a large number of industrial, financial and medical applications, developed in the framework of collaborations with companies or government institutions, French and international.
As a pioneer of machine learning, he publishes with his collaborators, as early as in 1985, a series of fundamental articles on the properties and training of Hopfield networks. In 1988, he organizes the first European conference on neural networks nEuro'88 in Paris, France. Over the years, with his collaborators and doctoral students, he publishes a number of basic results, essentially methodological in nature: representation and training of dynamic models, variable selection, model selection, semi-physical modeling, learning from structured data, etc. The methods and results are applied to a large number of industrial, financial and medical applications, developed in the framework of collaborations with companies or government institutions, French and international.
Research Interests
Papers共 216 篇Author StatisticsCo-AuthorSimilar Experts
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期刊级别
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合作机构
JOURNAL OF INTEGRATIVE NEUROSCIENCEno. 3 (2024): 67-67
Molecules (Basel, Switzerland)no. 13 (2024): 3137
Cortex; a journal devoted to the study of the nervous system and behavior (2023): 428-440
bioRxiv (Cold Spring Harbor Laboratory) (2022)
bioRxiv (Cold Spring Harbor Laboratory) (2022)
Alzheimer's & Dementiano. S5 (2021)
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Author Statistics
#Papers: 215
#Citation: 8701
H-Index: 37
G-Index: 86
Sociability: 6
Diversity: 1
Activity: 0
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