Publication View

Dynamics of information and emergent computation in generic neural microcircuit models (2005)

Abstract
We employ an efficient method using Bayesian and linear classifiers for analyzing the dynamics of information in high-dimensional states of generic cortical microcircuit models. It is shown that such recurrent circuits of spiking neurons have an inher-ent capability to carry out rapid computations on complex spike patterns, merging information contained in the order of spike arrival with previously acquired context information.

Publication details
Download http://citeseerx.ist.psu.edu/viewdoc/summary?doi=?doi=10.1.1.107.6671
Source http://eprints.pascal-network.org/archive/00000491/01/153.pdf
Contributors CiteSeerX
Repository CiteSeerX - Scientific Literature Digital Library and Search Engine (United States)
Keywords neural microcircuit, spiking neurons, information theoretic methods, neural coding, computational power, dynamic synapses, linear regression 1
Type text
Language English
Relation 10.1.1.87.6689