Hinaut Xavier, PhD
Hamburg, Germany
Research field: Computer and Information Science - Neural Networks
Recurrent Neural Networks; Reservoir Computing: Echo State Networks; Sequence processing; Language processing; Syntactic comprehension; Semantic Role Labeling; dynamic systems; working memory; attractor; Hierarchy; PFC; prefrontal cortex; basal ganglia;
Publications
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Journal Article (2)
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Xavier Hinaut, Peter Ford Dominey (2013) Real-Time Parallel Processing of Grammatical Structure in the Fronto-Striatal System: A Recurrent Network Simulation Study Using Reservoir Computing, e52946. In PLoS ONE 8 (2).
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Xavier Hinaut, Peter F Dominey (2011) A three-layered model of primate prefrontal cortex encodes identity and abstract categorical structure of behavioral sequences., 16-24. In Journal of physiology - Paris 105 (1-3).
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Book Section (1)
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Xavier Hinaut, Peter F Dominey (2012) On-Line Processing of Grammatical Structure Using Reservoir Computing, 596-603. In ICANN 2012.Download PDF (561.84 KB)
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Conference Proceedings (2)
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Xavier Hinaut, Maxime Petit, Peter F Dominey (2012) Online Language Learning to Perform and Describe Actions for Human-Robot Interaction, 59. In Proceedings of the Post-Graduate Conference on Robotics and Development of Cognition.Download PDF (408.98 KB)
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Xavier Hinaut, Peter F Dominey (2010) A Three-Layered Cortical Network Encodes Identity and Abstract Categorical Structure of Behavioral Sequences as in the Primate Lateral Prefrontal Cortex, 123-131. In Proceedings of the fifth french conference on Computational Neuroscience: NeuroComp'10.http://www.hal.inserm.fr/hal-00553435
http://www.sbri.fr/img/news/neurocomp...
http://2010.neurocomp.fr/neurocomp10p...
Download PDF (219.24 KB)
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Biographical Information
His research explores brain mechanisms of complex sequence processing, focusing on language syntactic comprehension. He is interested in using Recurrent Neural Networks to model these processes and investigating how such models can be used in developmental robotics.
Xavier Hinaut received an M.S. in Computer Science from the University of Technology of Compiègne, France in 2008 and an M.S. in Cognitive Science from the Ecole Pratrique des Hautes Etudes, France in 2009. Since 2009, he is pursuing a PhD in Computational Neuroscience at the INSERM Stem Cell and Brain Research Institute in Lyon, France. He works in the Cortical Networks for Cognitive Interaction team under the supervision of PhD Peter Ford Dominey.
Xavier Hinaut received an M.S. in Computer Science from the University of Technology of Compiègne, France in 2008 and an M.S. in Cognitive Science from the Ecole Pratrique des Hautes Etudes, France in 2009. Since 2009, he is pursuing a PhD in Computational Neuroscience at the INSERM Stem Cell and Brain Research Institute in Lyon, France. He works in the Cortical Networks for Cognitive Interaction team under the supervision of PhD Peter Ford Dominey.
CV
Professional Experience
2013 - Present
Feb 2013 - Apr 2013
Sep 2009 - Jan 2013
Education
Sep 2008 - Jun 2009
EPHE - Ecole Pratique des Hautes Etudes
in Paris, France
Master in Cognitive Sciences
Master in Cognitive Sciences
Sep 2005 - Sep 2008
UTC - Université de Technologie de Compiègne
in Compiègne, France
Master in Computer Science
Master in Computer Science
Contact Information
Public Groups
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