Modelling the effect of genes on the dynamics of probabilistic spiking neural networks for computational neurogenetic modelling

Simple item page
aut.researcherSchliebs, Stefan
dc.contributor.authorKasabov, N
dc.contributor.authorSchliebs, S
dc.contributor.authorMohemmed, A
dc.date.accessioned2011-08-09T03:15:24Z
dc.date.available2011-08-09T03:15:24Z
dc.date.copyright2011-06-30
dc.date.issued2011-06-30
dc.description.abstractComputational neuro-genetic models (CNGM) combine two dynamic models – a gene regulatory network (GRN) model at a lower level, and a spiking neural network (SNN) model at a higher level to model the dynamic interaction between genes and spiking patterns of activity under certain conditions. The paper demonstrates that it is possible to model and trace over time the effect of a gene on the total spiking behavior of the SNN when the gene controls a parameter of a stochastic spiking neuron model used to build the SNN. Such CNGM can be potentially used to study neurodegenerative diseases or develop CNGM for cognitive robotics. 1
dc.identifier.citation8th International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics, Gargnano-Lago di Garda, Italy, 2011-06-30 - 2011-07-02
dc.identifier.urihttps://hdl.handle.net/10292/1663
dc.publisherAUT University
dc.rights.accessrightsOpenAccess
dc.subjectComputational neurogenetic modeling
dc.subjectSpiking neural networks
dc.subjectGene regulatory networks
dc.subjectProbabilistic neural models
dc.titleModelling the effect of genes on the dynamics of probabilistic spiking neural networks for computational neurogenetic modelling
dc.typeConference Contribution
pubs.organisational-data/AUT
pubs.organisational-data/AUT/Design & Creative Technologies
pubs.organisational-data/AUT/PBRF Researchers
pubs.organisational-data/AUT/PBRF Researchers/Design & Creative Technologies PBRF Researchers
pubs.organisational-data/AUT/PBRF Researchers/Design & Creative Technologies PBRF Researchers/DCT Kedri
Files
Original bundle
Now showing 1 - 1 of 1
Thumbnail Image
Name:
cibb_2011.pdf
Size:
1.46 MB
Format:
Adobe Portable Document Format
Description:
Download
License bundle
Now showing 1 - 1 of 1
Thumbnail Image
Name:
licence.htm
Size:
29.98 KB
Format:
Unknown data format
Description:
Download
Collections
KEDRI - the Knowledge Engineering and Discovery Research Institute