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Offre n°331 : Postdoc in large-scale brain modeling and machine learning


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  • Type d'offre : Postdoctoral position
  • Ville : Marseille (France)
  • Statut : Recrutement en cours
Date d'arrivée à l'ITMO : Mercredi 10 Avril 2019

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Postdoc position

in large-scale brain modeling and machine learning

 

A postdoc position is available at the Institut de Neurosciences des Systèmes (http://ins-amu.fr/), Aix-Marseille University, France.

 

Summary

The Theoretical Neuroscience Group (Head: Viktor Jirsa) is seeking to fill a post-doctoral position in the context of the project Virtual Brain Cloud to work on development of parameter inference workflows for connectome-based large-scale brain network models (see The Virtual Brain http://www.thevirtualbrain.org) applied to brain imaging data (EEG, MEG, fMRI). In particular, the project will involve the application and evaluation of common Bayesian estimation techniques such as Markov-Chain Monte-Carlo and variational schemes to high-dimensional time-series models of brain activity. These were previously successfully applied in the context of estimation of brain excitability based on personalized brain models and intracerebral electrophysiological recordings of seizure propagation in epileptic patients. The successful candidate will join a team working towards generalizing these approaches for other paradigms such as stimulation or resting state.

 

Qualification

Candidates should be have strong background in data fitting (Bayesian inference approaches, Dynamical Causal Modeling (DCM), Monte Carlo techniques). Experience with computational neuroscience (networks, dynamic system theory) and ability to program in a numerically oriented language (R, Python, MATLAB) are valued. 

 

The Theoretical Neuroscience Group 

We are a multi-national team interested in understanding the mechanisms underlying the spatiotemporal organization of large-scale brain networks. Our work comprises mathematical and computational modeling of large-scale network dynamics and human brain imaging data, the development of neuroinformatics tools for studying large-scale brain networks applied to concrete functions, dysfunctions (epilepsy, dementia) and aging. 

 

Terms of salary and employment

The position is initially for one year, renewable on an annual basis based on performance. Salary will depend on diploma and experience. Operating language in the laboratory is English and French.

 

Contact

viktor.jirsa@univ-amu.fr | Institut de Neurosciences des Systèmes https://ins-amu.fr/

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