ECG-Based Prediction of Epileptic Seizures Using Machine Learning Methods

Bahare Seifi,Mahsa Barfi,Mansour Esmaeilpour

2022 9th Iranian Joint Congress on Fuzzy and Intelligent Systems (CFIS)（2022）

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摘要

Epilepsy is a type of neurological disorder that is associated with recurrent seizures. This study aimed to present three machine learning methods for predicting epileptic seizures using the features of electrocardiogram (ECG) signals. First, the ECG data set consisting of 13 people were pre-processed. Then, 13 features were extracted. SVM, KNN, and Naive Bayes were used to classify the interictal...

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关键词

Support vector machines,Neurological diseases,Epilepsy,Machine learning,Electrocardiography,Feature extraction,Intelligent systems

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