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The study of several aspects of the collective dynamics of interacting neurons can be highly simplified if one assumes that the statistics of the synaptic input is the same for a large population of similarly behaving neurons (mean field approach). In particular, under such an assumption, it is possible to determine and study all the equilibrium points of the network dynamics when the neuronal response to noisy, in vivo-like, synaptic currents is known. The response function can be computed analytically for simple integrate-and-fire neuron models and it can be measured directly in experiments in vitro. Here we review theoretical and experimental results about the neural response to noisy inputs with stationary statistics. These response functions are important to characterize the collective neural dynamics that are proposed to be the neural substrate of working memory, decision making and other cognitive functions. Applications to the case of time-varying inputs are reviewed in a companion paper (Giugliano et al. in Biol Cybern, 2008). We conclude that modified integrate-and-fire neuron models are good enough to reproduce faithfully many of the relevant dynamical aspects of the neuronal response measured in experiments on real neurons in vitro.
Henry Markram, Felix Schürmann, Matthias Wolf, Daniel Keller, Eilif Benjamin Muller, Werner Alfons Hilda Van Geit, Michael Reimann, Srikanth Ramaswamy, James Gonzalo King, Alexis Arnaudon, András Ecker, Jean-Denis Georges Emile Courcol, Armando Romani, Pramod Shivaji Kumbhar, Rajnish Ranjan, Giuseppe Chindemi, Fernando Joaquim Leite Pereira, Christian Andreas Rössert, Michael Emiel Gevaert, Judit Planas Carbonell, Omar Awile, James Bryden Isbister, Daniela Egas Santander, Mustafa Anil Tuncel, Sirio Bolaños Puchet, Maria Reva, Natali Barros Zulaica, Samuel Lieven D. Lapere, Christoph Pokorny, Elvis Boci, Joni Henrikki Herttuainen, Genrich Ivaska, Tanguy Pierre Louis Damart, Vishal Sood, Darshan Mandge, Thomas Brice Delemontex, Aleksandra Zuzanna Teska, Polina Litvak, Jorge Blanco Alonso, Alexander Dietz, Gianluca Ficarelli, Weina Ji
Eilif Benjamin Muller, Michael Reimann, Marwan Muhammad Ahmed Abdellah, James Gonzalo King, András Ecker, Pramod Shivaji Kumbhar, Giuseppe Chindemi, James Bryden Isbister, Daniela Egas Santander, Sirio Bolaños Puchet, Ioannis Magkanaris, Jorge Blanco Alonso
Alexander Mathis, Alberto Silvio Chiappa, Alessandro Marin Vargas, Axel Bisi