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Updated: Sep 18, 2025

Equipment Setup and Artifact Removal for Simultaneous Electroencephalogram and Functional Magnetic Resonance Imaging for Clinical Review in Epilepsy
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Equipment Setup and Artifact Removal for Simultaneous Electroencephalogram and Functional Magnetic Resonance Imaging for Clinical Review in Epilepsy

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使用EEG数据识别发作的机器和深度学习方法:系统性审查

Raja Mourad1, Ahmad Diab2, Zaher Merhi2

  • 1Univ Rennes, Inserm, LTSI - UMR 1099, F-35000 Rennes, France; Signal Processing, Computer Hardware, Signals and Control Systems, Lebanese International University LIU, Tripoli, Lebanon; Signal Processing, Computer Hardware, Signals and Control Systems, International University of Beirut BIU, Beirut, Lebanon.

Brain research
|June 25, 2025
PubMed
概括

机器学习和深度学习提供自动化解决方案,用于从EEG数据中检测,分类和预测发作 (ES). 本综述综合了最近的进展,以提高这些人工智能驱动的发作识别系统的可靠性和临床应用.

关键词:
深度学习 (Deep Learning) 是一种深度学习.这是一个EEGEEGEEGEEGEEGEEGEEG.是一种病.功能提取 功能提取机器学习 机器学习查获分类 查获分类 查获分类发作检测检测器可以检测到抢劫预测 抢劫预测

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Epilepsy and Seizures: Overview01:24

Epilepsy and Seizures: Overview

Epilepsy is a chronic neurological disease marked by recurrent, unpredictable seizures. These seizures are caused by abnormal electrical discharges in the brain, leading to behavior, sensation, or consciousness alterations. They can also cause transient impairment of awareness, interfering with daily activities.
Various factors can trigger epilepsy, including genetic factors, brain damage, metabolic causes, and unknown etiology. Diagnosis of epilepsy involves electroencephalography (EEG), which...
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Seizures: Classification01:13

Seizures: Classification

Epilepsy is primarily characterized by unpredictable seizures, either provoked by an identifiable factor, such as injury or illness, or unprovoked, occurring spontaneously without apparent cause.
Seizures are typically classified into two main categories: focal and generalized seizures.
Focal Seizures
Focal seizures originate from specific regions of the brain. These seizures are further sub-classified into two types:
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