On the Fusion of Non-linear features for Epileptic Seizure Detection

2016 ◽  
Author(s):  
S. Pratiher ◽  
P. Bhattacharya
Keyword(s):  
Epileptic Seizure ◽  
Seizure Detection ◽  
Linear Features ◽  
Epileptic Seizure Detection ◽  
Non Linear

scholarly journals Epileptic Seizure Detection In EEG Signals Using Non-Linear Analysis

2018 ◽  
Vol 7 (3.12) ◽  
pp. 764
Author(s):  
Saneesh Cleatus T ◽  
Sunil S ◽  
Snigdha Naik ◽  
Swathi Sathyanarayana ◽  
Syed Afnan
Keyword(s):  
Epileptic Seizure ◽  
Nearest Neighbor ◽  
Neurological Diseases ◽  
Seizure Detection ◽  
World Health ◽  
Support Vector ◽  
K Nearest Neighbor ◽  
Epileptic Seizure Detection ◽  
Non Linear ◽  
The Brain

Epilepsy is a chronic disorder of the central nervous system that occurs irregularly and unpredictably, due to the temporary electrical disturbances in the brain. According to World Health Organization (WHO), approximately 50 million people worldwide have epilepsy, making it one of the most common neurological diseases globally [1]. It predisposes individuals to experience recurrent seizures. Electroencephalogram (EEG) is a technique used to measure the electrical activity of the brain signals for the diagnosis of neurological disorders, and it also paves the way for seizure detection using scalp and intra-cranial EEGs as the input data. In this paper, we have proposed a method for non-linear feature based epileptic seizure detection by extracting five features namely Entropy, Mean, Skewness, Standard Deviation and Band Power. The classification techniques used are K-nearest neighbor (KNN) and Support vector machine (SVM) which gave an accuracy of 95.33% and 100% respectively. 

scholarly journals A review of epileptic seizure detection using machine learning classifiers

2020 ◽  
Vol 7 (1) ◽  
Author(s):  
Mohammad Khubeb Siddiqui ◽  
Ruben Morales-Menendez ◽  
Xiaodi Huang ◽  
Nasir Hussain
Keyword(s):  
Machine Learning ◽  
Epileptic Seizure ◽  
Seizure Detection ◽  
Epileptic Seizure Detection ◽  
Machine Learning Classifiers ◽  
Learning Classifiers
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