TY - GEN
T1 - Neural coding
T2 - Advanced Course on Analysis of Dynamical and Cognitive Systems, 1993
AU - van Leo Hemmen, J.
AU - Ritz, Raphael
N1 - Publisher Copyright:
© 1995, Springer-Verlag. All rights reserved.
PY - 1995
Y1 - 1995
N2 - This paper presents an overview of the capabilities of spiking neurons in processing complex information. We propose a flexible neuron model (the Spike Response Model), that is amenable to both analytic treatment and straightforward numerical simulation, and analyze the dynamics of a large network consisting of these neurons. We also present tools that, given some homogeneity, enable one to analytically treat the dynamical response of a network, a highly nonlinear system. Finally, we evaluate the underlying mechanisms, such as the dependence upon the axonal delays, the local inhibition, structural feedback, and discuss applications to associative feature linking, pattern segmentation, and context-sensitive binding.
AB - This paper presents an overview of the capabilities of spiking neurons in processing complex information. We propose a flexible neuron model (the Spike Response Model), that is amenable to both analytic treatment and straightforward numerical simulation, and analyze the dynamics of a large network consisting of these neurons. We also present tools that, given some homogeneity, enable one to analytically treat the dynamical response of a network, a highly nonlinear system. Finally, we evaluate the underlying mechanisms, such as the dependence upon the axonal delays, the local inhibition, structural feedback, and discuss applications to associative feature linking, pattern segmentation, and context-sensitive binding.
UR - http://www.scopus.com/inward/record.url?scp=84959041029&partnerID=8YFLogxK
U2 - 10.1007/3-540-58843-4_15
DO - 10.1007/3-540-58843-4_15
M3 - Conference contribution
AN - SCOPUS:84959041029
SN - 3540588434
SN - 9783540588436
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 75
EP - 119
BT - Analysis of Dynamical and Cognitive Systems - Advanced Course, 1993, Proceedings
A2 - Andersson, Stig I.
PB - Springer Verlag
Y2 - 9 August 1993 through 14 August 1993
ER -