Epileptic seizure detection from EEG signals with phase–amplitude cross-frequency coupling and support vector machine

• Published in: International journal of modern physics. B, Condensed matter physics, statistical physics, applied physics Vol. 32; no. 8; p. 1850086
• Main Authors: Liu, Yang, Wang, Jiang, Cai, Lihui, Chen, Yingyuan, Qin, Yingmei
• Format: Journal Article
• Language: English
• Published: Singapore World Scientific Publishing Company 30.03.2018; World Scientific Publishing Co. Pte., Ltd
• Subjects: Accuracy; Amplitudes; Brain; Classification; Classifiers; Convulsions & seizures; Coupling; Electroencephalography; Epilepsy; Feature extraction; Frequencies; Seizing; Seizures; Support vector machines; epilepsy; Electroencephalogram (EEG); modulation index (MI); support vector machine (SVM); phase–amplitude coupling (PAC)

As a pattern of cross-frequency coupling (CFC), phase–amplitude coupling (PAC) depicts the interaction between the phase and amplitude of distinct frequency bands from the same signal, and has been proved to be closely related to the brain’s cognitive and memory activities. This work utilized PAC an...