A Hybrid Mathematical Model Using DWT and SVM for Epileptic Seizure Classification

2021 ◽  
pp. 203-218
Author(s):  
Jigyasa Nayak ◽  
Jasdeep Kaur ◽  
Akash Tayal
Keyword(s):  
Mathematical Model ◽  
Epileptic Seizure ◽  
Seizure Classification

PCA and SVM Technique for Epileptic Seizure Classification

2021 ◽  
Author(s):  
Mohammad Asif Raibag ◽  
J. Vijay Franklin
Keyword(s):  
Epileptic Seizure ◽  
Seizure Classification

scholarly journals Epileptic Seizure Classification With Symmetric and Hybrid Bilinear Models

2020 ◽  
Vol 24 (10) ◽  
pp. 2844-2851 ◽  
Author(s):  
Tennison Liu ◽  
Nhan Duy Truong ◽  
Armin Nikpour ◽  
Luping Zhou ◽  
Omid Kavehei
Keyword(s):  
Epileptic Seizure ◽  
Bilinear Models ◽  
Seizure Classification

scholarly journals Classification and Severity Measurement of Epileptic Seizure using Intracranial Electroencephalogram (iEEG)

2020 ◽  
Vol 10 (2) ◽  
pp. 36-41
Author(s):  
Sanjay Shamrao Pawar ◽  
Sangeeta Rajendra Chougule
Keyword(s):  
Epileptic Seizure ◽  
Life Quality ◽  
Focal Seizure ◽  
Measurement Scale ◽  
Medical Test ◽  
Seizure Severity ◽  
Intracranial Electroencephalography ◽  
Seizure Classification

The Epileptic seizure is one of major neurological brain disorders and about 50 million of world’s population is affected by it. Electroencephalography is medical test which records brain signal by mounting electrodes on scalp or brain cortex to diagnosis seizure. Scalp Electroencephalography has low spatial resolution and presence of external artifact as compared to Intracranial Electroencephalography. In Intracranial Electroencephalography strip, grid and depth type of electrodes are implanted on cortex of brain by surgery to measure brain signal. Analysis of brain signal was carried out in past in diagnosis of Epileptic seizure. Seizure classification and Severity measurement of Epileptic Seizure are still challenging areas of research. Seizures are classified as focal seizure, generalized and secondary generalized seizure depending upon the area of brain which it generates and how it spreads. Classification of seizure helps in treatment of seizure and during brain surgery to operate on brain part which is responsible for continuous seizures generation. Developed seizure classification algorithm classifies seizures as focal Seizure, generalized Seizure and secondary generalized seizure depending on the percentage of iEEG electrodes detecting seizure activity. Seizure severity measurement scale is developed by modification in National Hospital Seizure Severity Scale. Seizures are graded as Mild seizure, Moderate seizure and severe seizure depending on its severity. Seizure Classification and Seizure Severity Measurement improves life quality of Epileptic patients by proper drug management.

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