Neonatal Seizure Detection based on EEG signal by Ensemble Method
DOI:
https://doi.org/10.32792/jeps.v13i2.314Abstract
Objective in the newborn critical care unit, seizures are one of the most frequent medical emergencies.
They are identified by visually electroencephalography (EEG) results assessment, and neuroscientific
professionals are responsible for their care. This method takes a long time, and the results are
inconsistent. In order to solve this issue, a system for identifying epileptic seizures from EEG data
collected from healthy individuals and epileptic patients is presented in this research. This system is
based on a study of EEG data utilizing the discrete wavelet transform (DWT) and both linear and
nonlinear classifiers.
References
Rosen JB, Hamerman E, Sitcoske M, Glowa JR, Schulkin JJBN(1996) Hyperexcitability:
exaggerated fear-potentiated startle produced by partial amygdala kindling. 110:43
Buzsaki G, Ponomareff G, Bayardo F, Ruiz R (1989) Gage FJN.Neuronal activity in the
subcortically denervated hippocampus: achronic model for epilepsy. 28:527–538
Boylan G, Burgoyne L, Moore C, O’Flaherty B (2010) RennieJJAp. An international survey of
EEG use in the neonatal intensive care unit. 99:1150–1155
Glass HC, Glidden D, Jeremy RJ, Barkovich AJ, Ferriero DM(2009) Miller SPJTJop. Clinical
neonatal seizures are independently associated with outcome in infants at risk for hypoxic-ischemic brain
injury. 155:318–32
Wirrell EC, Armstrong EA, Osman LD, Yager JYJPr (2001)Prolonged seizures exacerbate
perinatal hypoxic-ischemic brain damage. 50: 445
Malone A, Anthony Ryan C, Fitzgerald A, Burgoyne L, Connolly S(2009) Boylan GBJE.
Interobserver agreement in neonatal seizure identification. 50:2097–2101
Azzopardi D, Strohm B, Edwards AD, Halliday H, Juszczak E,Levene M, Thoresen M,
Whitelaw A (2009) Brocklehurst PJAoDiC-F, Edition N. Treatment of asphyxiated newborns with
moderate hypothermia in routine clinical practice: how cooling is managed in the UK outside a clinical
trial. 94: F260–F264
Toet MC (2009) Lemmers PMJEhd. Brain monitoring in neonates.85:77–84
Rennie J, Chorley G, Boylan G, Pressler R, Nguyen Y (2004)Hooper RJAoDiC-F, Edition N.
Non-expert use of the cerebral function monitor for neonatal seizure detection. 89:F37–F40
Shellhaas RA, Soaita AI (2007) Clancy RRJP. Sensitivity of amplitude-integrated
electroencephalography for neonatal seizure detection. 120:770–777
Evans E, Koh S, Lerner J, Sankar R (2010) Garg MJAoDiC-F,Edition N. Accuracy of
amplitude integrated EEG in a neonatal cohort. 95:F169–F173
Boubchir L, Daachi B, Pangracious V (2017) A review of feature extraction for EEG epileptic
seizure detection and classification.2017 40th International Conference on Telecommunications and
Signal Processing (TSP). IEEE, pp 456-460
Ansari AH, Cherian PJ, Caicedo A, Naulaers G, De Vos M, VanHuffel SJIjons (2019) Neonatal
seizure detection using deep convolutional neural networks. 29: 1850011
Lu Y, Ma Y, Chen C, Wang YJT (2018) Care H. Classification of single-channel EEG signals for
epileptic seizures detection based on hybrid features. 26:337–346
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