Researcher

Matthieu
Jonckheere

CNRS Director of Research

Head, of RISC Department, LAAS

LAAS-CNRS — Toulouse Associated to IRIT and IMT
matthieu.jonckheere@laas.fr Google Scholar arXiv Publications
Matthieu Jonckheere

Research interests

Probability theory and its applications to the performance evaluation and control of information and communication systems — with a growing focus on reinforcement learning, federated learning, distance learning, and unsupervised methods. A recurring thread is understanding the behaviour of complex stochastic systems (networks, particle systems, random graphs) in steady state and transient regimes, as well as connections to other sciences (physics,neuroscience,...)

Stochastic networks Queueing theory Reinforcement learning Federated learning Distance learning Unsupervised learning Random graphs Quasi-stationary distributions Fluid limits Particle systems Branching processes Parking & exploration processes Scaling limits of Markov processes Neuroscience

→ More details on the research page and the publications list.

Team & affiliations

Current team
SARA (LAAS) and SOLACE (CIMI)
solace.cnrs.fr
Host laboratory
LAAS-CNRS
Toulouse, France
Previous affiliation
Probability Group of Buenos Aires
mate.dm.uba.ar/~probab

Teaching

2025 OPTION — RL

Founder

ARISTAS SRL
aristas.com.ar
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