TY  - CONF
AU  - Bouhadjar, Younes
AU  - Diesmann, Markus
AU  - Waser, R.
AU  - Wouters, Dirk J.
AU  - Tetzlaff, Tom
TI  - Constraints on sequence processing speed in biological neuronal networks
PB  - ACM Press             New York, New York, USA
M1  - FZJ-2019-04247
SP  - 1-9
PY  - 2019
AB  - Sequence processing has been proposed to be the universal computation performed by the neocortex. The Hierarchical Temporal Memory (HTM) model provides a mechanistic implementation of this form of processing. While the model accounts for a number of neocortical features, it is based on networks of highly abstract neuron and synapse models updated in discrete time. Here, we reformulate the model in terms of a network of spiking neurons with continuous-time dynamics to investigate how neuronal parameters such as cell-intrinsic time constants and synaptic weights constrain the sequence-processing speed.
T2  - International Conference on Neuromorphic Systems
CY  - 23 Jul 2019 - 25 Jul 2019, Knoxville (TN)
Y2  - 23 Jul 2019 - 25 Jul 2019
M2  - Knoxville, TN
LB  - PUB:(DE-HGF)8 ; PUB:(DE-HGF)7
DO  - DOI:10.1145/3354265.3354281
UR  - https://juser.fz-juelich.de/record/864466
ER  -