Detection of focal epileptiform activity in the EEG: an SVD and dipole model approach
dc.contributor.author | Vanrumste, B. | |
dc.contributor.author | Jones, R.D. | |
dc.contributor.author | Bones, P.J. | |
dc.date.accessioned | 2010-01-11T01:53:03Z | |
dc.date.available | 2010-01-11T01:53:03Z | |
dc.date.issued | 2002 | en |
dc.description | CDROM | en |
dc.description.abstract | An algorithm has been developed for detection of epileptiform activity in the EEG. The EEG is divided into overlapping epochs, which undergo two steps. The first is singular value decomposition (SVD) which identifles the number of uncorrelated active sources sources in an epoch.In the second step, EEG dipole source analysis, using a single dipole model, is applied to the EEG. This yields dipole parameters and a relative residual energy (RRE). The detection algorithm triggers an EEG epoch when SVD indicates a dominant source and the RRE is low. The algorithm is applied to simulated EEG generated by two sources which are synchronously and asychronously active. For the synchronous case the critical measure is the RRE whereas for the asynchronous case both the SVD and RRE are critical. The algorithm has also been applied to real EEG containing two spikes and an eye-blink artifact. The SVD indicated a dominant active source and the RRE was low for all three events. These preliminary results demonstrate the potential of the method for detection of spikes and seizures with a focal origin. | en |
dc.identifier.citation | Vanrumste, B., Jones, R.D., Bones, P.J. (2002) Detection of focal epileptiform activity in the EEG: an SVD and dipole model approach. Houston, TX, USA: Second Joint EMBS/BMES Conference, 23-26 Oct 2002. Proceedings of the Second Joint EMBS/BMES Conference, 2031-2032. | en |
dc.identifier.uri | http://hdl.handle.net/10092/3333 | |
dc.language.iso | en | |
dc.publisher | University of Canterbury. Electrical and Computer Engineering | en |
dc.relation.uri | http://ieeexplore.ieee.org/xpl/RecentCon.jsp?punumber=8123 | en |
dc.rights | "©2002 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE." | en |
dc.rights.uri | https://hdl.handle.net/10092/17651 | en |
dc.subject | spike/seizure detection | en |
dc.subject | singular value decomposition | en |
dc.subject | dipole localization | en |
dc.subject.marsden | Fields of Research::290000 Engineering and Technology::290900 Electrical and Electronic Engineering::290901 Electrical engineering | en |
dc.subject.marsden | Fields of Research::320000 Medical and Health Sciences::320700 Neurosciences | en |
dc.title | Detection of focal epileptiform activity in the EEG: an SVD and dipole model approach | en |
dc.type | Conference Contributions - Other |
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