Seizure detection using dynamic warping for patients with intellectual disability

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Samenvatting

Electroencephalography (EEG) is paramount for both retrospective analysis and real-time monitoring of epileptic seizures. Studies have shown that EEG-based seizure detection is very difficult for a specific epileptic population with intellectual disability due to the cerebral development disorders. In this work, a seizure detection method based on dynamic warping (DW) is proposed for patients with intellectual disability. It uses an EEG template of an individual subject's dominant seizure type, to extract the morphological features from EEG signals. A linear discriminant analysis (LDA) classifier is used to perform the seizure detection. Results show that the DW-based feature in the frequency domain is superior than that in the time domain, and the features extracted using wavelet transform method.
Originele taal-2Engels
Titel38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'16), 16-20 August 2016, Orlando, Florida
Plaats van productiePiscataway
UitgeverijInstitute of Electrical and Electronics Engineers
Pagina's1010-1013
Aantal pagina's4
ISBN van elektronische versie978-1-4577-0220-4
DOI's
StatusGepubliceerd - 18 okt 2016
Evenement38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2016) - Disney’s Contemporary Resort , Orlando, Verenigde Staten van Amerika
Duur: 16 aug 201620 aug 2016
Congresnummer: 38
http://embc.embs.org/2016/

Congres

Congres38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2016)
Verkorte titelEMBC 2016
LandVerenigde Staten van Amerika
StadOrlando
Periode16/08/1620/08/16
Internet adres

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Citeer dit

Wang, L., Arends, J. B. A. M., Long, X., Wu, Y., & Cluitmans, P. J. M. (2016). Seizure detection using dynamic warping for patients with intellectual disability. In 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'16), 16-20 August 2016, Orlando, Florida (blz. 1010-1013). Piscataway: Institute of Electrical and Electronics Engineers. https://doi.org/10.1109/EMBC.2016.7590873