0% Complete
فارسی
Home
/
چهاردهمین کنفرانس بین المللی فناوری اطلاعات و دانش
Epileptic Seizure Detection based on Statistical and Wavelet Features and Siamese Network
Authors :
Zahra Hossein-Nejad
1
Mehdi Nasri
2
1- دانشگاه آزاد اسلامی واحد سیرجان
2- دانشگاه آزاد اسلامی واحد خمینی شهر
Keywords :
Diagnosis of Epilepsy،Electroencephalogram signal،Feature selection،Siamese Network
Abstract :
Epilepsy can be defined, according to the World Health Organization, as recurrent seizures related to physical reactions caused by a sudden discharge of electricity to a group of human brain cells. Electroencephalogram (EEG) signals play a very important role in the diagnosis of this disease. The recording of EEG signals recorded by mobile recording devices produces very long information that the detection of the epileptic area requires a long time for the expert to analyze all the information. Traditional methods of analysis are tedious, which is why in recent years there have been so many automated systems for diagnosing epilepsy. In this article, a new approach to the diagnosis of epilepsy is presented. First, the preprocessing process is applied to the EEG signals and the signal is decomposed into ten sub-signals using an experimental wavelet transform. Then, the best features are selected using the proposed method of analysis of variance. Then, using the Siamese network to reduce the dimensions of the feature vector in improving the performance of seizure detection. Finally, the support vector machine (SVM) algorithm uses these features to classify convulsive and non-convulsive EEG signals. The simulation results show that the proposed method of the paper using the EEG signal dataset of the University of Bonn has resulted in 99.30 accuracy and this method can effectively help physicians in diagnosing epilepsy, thus reducing their workload.
Papers List
List of archived papers
Business Process Improvement Challenges: A Systematic Literature Review
Hanieh Kashfi - Fereidoon Shams Aliee
رویکردی در تشخیص خودکار بوهای بد در مدل های معماری سازمانی با استفاده از تحلیل گرافی
زهرا رحیمی تمندگانی - شهره آجودانیان
تحویل بهینه جریان پخش زنده HTTP: یک رویکرد ترکیبی سرور- شبکه
فائزه امینی تهرانی - احمدرضا منتظرالقائم
ارائه یک الگوریتم سلسله مراتبی جهت تشخیص نفوذ در شبکه های کامپیوتری
دکتر باقر رحیم پور کامی - سیدمحمد سیدی برشی باقر رحیم پور کامی - سیدمحمد سیدی برشی -
An Eco-Friendly Cosmopolitan (EFC) by Recycling Scientific/Industrial Towns (RSITs)
Engineer Reza Khalilian - Dr. Abdalhossein Rezai - Dr. Mohammadreza Talakesh
نظرکاوی در سطح مفهوم با استفاده از رویکردی ترکیبی
سیدرضا قادریان خیرآبادی سیدرضا قادریان خیرآبادی -
Improved Weighting in the Automated Texts Classification using Fuzzy Method
Hamidreza Sadrarhami - S. Mohammadali Zanjani - Ghazanfar Shahgholian
A qualitative spoofing detection system based on LSTMs for IoMT
Iman Jafarian - Amirmasoud Sepehrian - Siavash Khorsandi
SBST challenges from the perspective of the test techniques
Sepideh Kashefi Gargari - Dr Mohammad Reza Keyvanpour
پیشنهادات کالیبره شده براساس احساسات استخراج شده از متون مرتبط با آیتم ها
شیوا پارساراد - دکتر سامان هراتی زاده شیوا پارساراد - سامان هراتی زاده -
more
Samin Hamayesh - Version 42.5.2