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http://hdl.handle.net/10609/150922
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DC Field | Value | Language |
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dc.contributor.author | Gómez, Vicenç | - |
dc.contributor.author | Kaltenbrunner, Andreas | - |
dc.contributor.author | Lopez, Vicente | - |
dc.date.accessioned | 2024-07-16T18:04:18Z | - |
dc.date.available | 2024-07-16T18:04:18Z | - |
dc.date.issued | 2006-10-30 | - |
dc.identifier.citation | Gomez, V. [Vicenç], Kaltenbrunner, A. [Andreas] and Lopez, V. [Vicente] (2006). Event modeling of message interchange in stochastic neural ensembles. The 2006 IEEE International Joint Conference on Neural Network Proceedings, Vancouver, BC, Canada, pp. 81-88, doi: 10.1109/IJCNN.2006.246663 | - |
dc.identifier.isbn | 9780780394909 | - |
dc.identifier.uri | http://hdl.handle.net/10609/150922 | - |
dc.description.abstract | We propose a modeling framework based on the event-driven paradigm for populations of neurons which interchange messages. Unlike other strategies our approach is focused on the dynamics at the mesoscopic level (spike produc-tion and reception) and does not determine the microstates of the neurons. We apply the technique on a discrete model of stochastic ensembles and on extensions of this model to the continuous time domain. Due to the event-driven nature of the method efficient large-scale simulations can be performed without precision errors. The approach uses spike predictions as evidences and a one-step update of the predictions is performed every time an event occurs, resulting in a more efficient solution than the existing strategies. | en |
dc.format.mimetype | application/pdf | ca |
dc.language.iso | eng | ca |
dc.publisher | IEEE | ca |
dc.relation.ispartof | IEEE International Joint Conference on Neural Network Proceedings, 2006 | ca |
dc.relation.uri | https://doi.org/10.1109/IJCNN.2006.246663 | - |
dc.rights | © 2006 IEEE | - |
dc.title | Event modeling of message interchange in stochastic neural ensembles | ca |
dc.type | info:eu-repo/semantics/conferenceObject | ca |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | - |
dc.identifier.doi | https://doi.org/10.1109/IJCNN.2006.246663 | - |
dc.type.version | info:eu-repo/semantics/acceptedVersion | - |
Appears in Collections: | Conferències |
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File | Description | Size | Format | |
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Gomez_IEEE_IJCNNP_Event.pdf | 382,48 kB | Adobe PDF | View/Open |
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