Personalised Modelling on Integrated Clinical and EEG Spatio-Temporal Brain Data in the NeuCube Spiking Neural Network System
| aut.relation.endpage | 1378 | |
| aut.relation.pages | 6 | |
| aut.relation.startpage | 1373 | |
| dc.contributor.author | Gholami, M | |
| dc.contributor.author | Kasabov, N | |
| dc.contributor.editor | Zhi-Hua Zhou | en_NZ |
| dc.date.accessioned | 2016-08-22T22:06:43Z | |
| dc.date.available | 2016-08-22T22:06:43Z | |
| dc.date.copyright | 2016-07-24 | en_NZ |
| dc.date.issued | 2016-07-24 | en_NZ |
| dc.description.abstract | This paper introduces a novel personalised modelling framework and system for analysing Spatio-Temporal Brain Data (STBD) along with person clinical static data. For every individual, based on selected subset of similar to this individual clinical data, a subset of STBD is used for training a personalised Spiking Neural Network (PSNN) model using the recently proposed NeuCube SNN architecture. The proposed method is illustrated on a case study of personalised modelling using clinical and EEG data of two groups of subjects – drug addicts and addicts under medication. | en_NZ |
| dc.identifier.citation | International Joint Conference on Neural Networks (IJCNN) held at Vancouver Convention Centre, Vancouver, Canada, 2016-07-24 to 2016-07-29, pp.1373 - 1378 (6) | en_NZ |
| dc.identifier.uri | https://hdl.handle.net/10292/10004 | |
| dc.publisher | IEEE | |
| dc.relation.uri | http://wcci2016.org/document/wcci16-pbk-c.pdf | |
| dc.rights | Copyright © 2016 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | |
| dc.rights.accessrights | OpenAccess | en_NZ |
| dc.subject | Personalised modelling | en_NZ |
| dc.subject | Spiking neural networks | en_NZ |
| dc.subject | NeuCube | en_NZ |
| dc.subject | Spatiotemporal data | en_NZ |
| dc.subject | EEG data | en_NZ |
| dc.subject | Opiate addict | en_NZ |
| dc.title | Personalised Modelling on Integrated Clinical and EEG Spatio-Temporal Brain Data in the NeuCube Spiking Neural Network System | en_NZ |
| dc.type | Conference Contribution | |
| pubs.elements-id | 205506 | |
| pubs.organisational-data | /AUT | |
| pubs.organisational-data | /AUT/Design & Creative Technologies |