Browsing Publicaciones Científicas Control y Sistemas Dinámicos by Subject "Maximum entropy principle"
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Information entropy production of maximum entropy markov chains from spike trains
(MDPI, 2018)"The spiking activity of neuronal networks follows laws that are not time-reversal symmetric; the notion of pre-synaptic and post-synaptic neurons, stimulus correlations and noise correlations have a clear time order. ... -
Large deviations properties of maximum entropy markov chains from spike trains
(MDPI, 2018)"We consider the maximum entropy Markov chain inference approach to characterize the collective statistics of neuronal spike trains, focusing on the statistical properties of the inferred model. To find the maximum entropy ... -
Thermodynamic Formalism in Neuronal Dynamics and Spike Train Statistics
(MDPI, 2020)"The Thermodynamic Formalism provides a rigorous mathematical framework for studying quantitative and qualitative aspects of dynamical systems. At its core, there is a variational principle that corresponds, in its simplest ...