Detection of focal electroencephalogram signals using higher-order moments in EMD-TKEO domain

Detection of focal electroencephalogram signals using higher-order moments in EMD-TKEO domain

Detection of epileptogenic focus based on electroencephalogram (EEG) signal screening is an important pre-surgical step to remove affected regions inside the human brain. Considering the fact above, in this work, a novel technique for detection of focal EEG signals is proposed using a combination of...

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Bibliographic Details
Main Author: Soumya Chatterjee
Format: Article
Language:English
Published: Wiley 2019-04-01
Series:Healthcare Technology Letters
Subjects:
brain
support vector machines
electroencephalography
feature extraction
medical signal processing
medical disorders
medical signal detection
signal classification
focal electroencephalogram signals
higher-order moments
EMD-TKEO domain
epileptogenic focus
electroencephalogram signal screening
important pre-surgical step
human brain
empirical mode decomposition
Teager–Kaiser energy operator
nonfocal groups
intrinsic mode functions
IMF
higher-order statistical moments
focal seizures
proposed EMD-TKEO based feature extraction method
radial basis kernel function
support vector machine classifier
high discriminative capability
statistical test
statistical significance
kurtosis
skewness
Online Access:https://digital-library.theiet.org/content/journals/10.1049/htl.2018.5036

Internet

https://digital-library.theiet.org/content/journals/10.1049/htl.2018.5036

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