This title appears in the Scientific Report :
2020
Please use the identifier:
http://dx.doi.org/10.1145/3381755.3381769 in citations.
Please use the identifier: http://hdl.handle.net/2128/26744 in citations.
The speed of sequence processing in biological neuronal networks
The speed of sequence processing in biological neuronal networks
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 h...
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Personal Name(s): | Bouhadjar, Younes (Corresponding author) |
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Diesmann, Markus / Wouters, Dirk J. / Tetzlaff, Tom | |
Contributing Institute: |
JARA Institut Green IT; PGI-10 Elektronische Materialien; PGI-7 Jara-Institut Brain structure-function relationships; INM-10 Computational and Systems Neuroscience; IAS-6 Computational and Systems Neuroscience; INM-6 |
Imprint: |
2020
|
Physical Description: |
1-3 |
DOI: |
10.1145/3381755.3381769 |
Conference: | Neuro-inspired Computational Elements Workshop, Heidelberg (Germany), 2020-03-17 - 2020-03-20 |
Document Type: |
Contribution to a conference proceedings |
Research Program: |
Doktorand ohne besondere Förderung Human Brain Project Specific Grant Agreement 2 Advanced Computing Architectures Theory, modelling and simulation |
Link: |
OpenAccess |
Publikationsportal JuSER |
Please use the identifier: http://hdl.handle.net/2128/26744 in citations.
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 and synaptic parameters constrain the sequence-processing speed. |