A comparison of generative and discriminative approaches in automated neonatal seizure detection

Hdl Handle:
http://hdl.handle.net/10147/203779
Title:
A comparison of generative and discriminative approaches in automated neonatal seizure detection
Authors:
Thomas, E. M.; Temko, A.; Lightbody, G.; Marnane, W. P.; Boylan, G. B.
Issue Date:
Aug-2009
URI:
http://hdl.handle.net/10147/203779
DOI:
10.1109/WISP.2009.5286564
Additional Links:
http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=5286564
Item Type:
Conference Presentation
Language:
en
Description:
o systems based on different classifiers are compared for the task of neonatal seizure detection. Support vector machines and Gaussian mixture models are presented as examples of discriminative and generative approaches to classification. The performance of both systems is assessed using a number of metrics, the results of which indicate that both systems are competitive with other detectors in the literature. Finally, misclassified events are analysed, from which specific patterns affecting the performance of the detector are identified.

Full metadata record

DC FieldValue Language
dc.contributor.authorThomas, E. M.en
dc.contributor.authorTemko, A.en
dc.contributor.authorLightbody, G.en
dc.contributor.authorMarnane, W. P.en
dc.contributor.authorBoylan, G. B.en
dc.date.accessioned2012-01-19T16:32:34Z-
dc.date.available2012-01-19T16:32:34Z-
dc.date.issued2009-08-
dc.identifier.doi10.1109/WISP.2009.5286564-
dc.identifier.urihttp://hdl.handle.net/10147/203779-
dc.descriptiono systems based on different classifiers are compared for the task of neonatal seizure detection. Support vector machines and Gaussian mixture models are presented as examples of discriminative and generative approaches to classification. The performance of both systems is assessed using a number of metrics, the results of which indicate that both systems are competitive with other detectors in the literature. Finally, misclassified events are analysed, from which specific patterns affecting the performance of the detector are identified.en
dc.language.isoenen
dc.relation.urlhttp://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=5286564en
dc.titleA comparison of generative and discriminative approaches in automated neonatal seizure detectionen
dc.typeConference Presentationen
dc.description.provinceMunster-
All Items in Lenus, The Irish Health Repository are protected by copyright, with all rights reserved, unless otherwise indicated.