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@INPROCEEDINGS{Bouhadjar:864205,
author = {Bouhadjar, Younes and Diesmann, Markus and Waser, R. and
Wouters, Dirk J. and Tetzlaff, Tom},
title = {{C}onstraints on sequence processing speed in biological
neuronal networks},
school = {RWTH Aachen},
reportid = {FZJ-2019-04043},
year = {2019},
abstract = {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},
month = {Jul},
date = {2019-07-23},
organization = {International Conference on
Neuromorphic Systems, Knoxville (United
States), 23 Jul 2019 - 25 Jul 2019},
subtyp = {After Call},
cin = {PGI-10 / PGI-7 / INM-6 / INM-10 / IAS-6},
cid = {I:(DE-Juel1)PGI-10-20170113 / I:(DE-Juel1)PGI-7-20110106 /
I:(DE-Juel1)INM-6-20090406 / I:(DE-Juel1)INM-10-20170113 /
I:(DE-Juel1)IAS-6-20130828},
pnm = {574 - Theory, modelling and simulation (POF3-574) /
Advanced Computing Architectures $(aca_20190115)$ / HBP SGA2
- Human Brain Project Specific Grant Agreement 2 (785907)},
pid = {G:(DE-HGF)POF3-574 / $G:(DE-Juel1)aca_20190115$ /
G:(EU-Grant)785907},
typ = {PUB:(DE-HGF)6},
url = {https://juser.fz-juelich.de/record/864205},
}