27 février 2023 à 7 avril 2023
IHP
Fuseau horaire Europe/Paris

March 20 to March 24: 2nd doctoral cours: Stochastic modelling of neural networks

 

March 20  to March 24: 2nd doctoral cours:

Stochastic modelling of neural networks.  A.Galves, E. Löcherbach and C. Pouzat.

Content: 

  • a discrete time stochastic neural network model: a system of interacting chains with memory of variable length; 
  • a case of study: correlations between successive inter spike intervals
  • stationary states in an infinite system
  • perfect simulation and Kalikov decompositions
  • statistical model selection in a class of systems of spiking neurons
  • mean field limits

Bibliography:

  1. Galves, A., Löcherbach, E. and Pouzat, C., Probabilistic spiking neuronal nets-Data, Models and Theorems

 

Daily schedule:

  • 9:30-10:00 Coffee break
  • 10:00-12:00 Lecture
  • 15:00-16:00 Coffee and informal discussions
  • 16:00-17:00 Work in progress seminars