Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Temporal and Behaviour-Aware Multimodal Modelling for Hour-Ahead Hypoglycaemia Prediction During Ramadan Fasting in Type 1 Diabetes.

Sensors (Basel, Switzerland)·2026
Same author

Biomarker identification of triple negative breast cancer subtypes using machine learning.

NPJ systems biology and applications·2026
Same author

Acute and Delayed Effects of Sexual Activity on Athletic Performance: A Scoping Review Across Sex, Age, and Ethnicity.

International journal of sports physiology and performance·2026
Same author

Staff shortages linked to burnout, depression, and anxiety among outpatient nurses: a cross-sectional analysis at Hamad General Hospital, Qatar.

BMC nursing·2025
Same author

Exploring the Landscape of Operating Room Scheduling: A Bibliometric Analysis of Recent Advancements and Future Prospects.

Biomedical engineering and computational biology·2025
Same author

Sustainable E-Health: Energy-Efficient Tiny AI for Epileptic Seizure Detection via EEG.

Biomedical engineering and computational biology·2025
Same journal

Precision Proteomic Profiling of Systemic Lupus Erythematosus-Correlating Disease Activity and Complement Levels with Clinical Phenotypes.

Biomedicines·2026
Same journal

The Role of Salivary Microbiota in Pancreatic Cancer: From Screening to Tumor Progression and Treatment Response.

Biomedicines·2026
Same journal

Diagnostic Utility of Surface Electromyography for Identifying Muscles Affected by Myofascial Trigger Points: A Scoping Review.

Biomedicines·2026
Same journal

Performance Assessment of a Locally Semi-Automated NGS-Based Workflow for Homologous Recombination Deficiency Testing in High-Grade Serous Ovarian Carcinoma.

Biomedicines·2026
Same journal

Coupling and Uncoupling Pleiotropy Between Hypertension and Type 2 Diabetes Contribute to Exploring Potential Heterogeneity in Cardiovascular Risk in East Asian Population.

Biomedicines·2026
Same journal

Maternal Response to Therapeutic Plasma Exchange in Early Gestation: A Case Series of Thrombotic Microangiopathies and Neurological Disorders.

Biomedicines·2026
查看所有相关文章

相关实验视频

Updated: Jun 19, 2025

A Protocol for the Administration of Real-Time fMRI Neurofeedback Training
07:05

A Protocol for the Administration of Real-Time fMRI Neurofeedback Training

Published on: August 24, 2017

11.0K

在耳治疗中基于图形的电脑分析分析.

Muhammad Awais1, Khelil Kassoul2, Abdelfatteh El Omri3,4

  • 1Department of Creative Technologies, Air University, Islamabad 44000, Pakistan.

Biomedicines
|July 27, 2024
PubMed
概括
此摘要是机器生成的。

这项研究引入了一种新的图形神经网络方法,用于分析耳治疗中的脑电图 (EEG) 信号. 该方法达到99.41%的准确性,为改进的耳治疗策略铺平了道路.

关键词:
图形神经网络 (GNN) 是一个神经网络.电脑电图 (EEG) 信号表示信号.功能提取 特性提取预处理技术 预处理技术耳数据集 耳数据集

更多相关视频

Concurrent Electroencephalography Recording During Transcranial Alternating Current Stimulation tACS
06:51

Concurrent Electroencephalography Recording During Transcranial Alternating Current Stimulation tACS

Published on: January 22, 2016

14.3K
A Multimodal Imaging- and Stimulation-based Method of Evaluating Connectivity-related Brain Excitability in Patients with Epilepsy
08:23

A Multimodal Imaging- and Stimulation-based Method of Evaluating Connectivity-related Brain Excitability in Patients with Epilepsy

Published on: November 13, 2016

11.1K

相关实验视频

Last Updated: Jun 19, 2025

A Protocol for the Administration of Real-Time fMRI Neurofeedback Training
07:05

A Protocol for the Administration of Real-Time fMRI Neurofeedback Training

Published on: August 24, 2017

11.0K
Concurrent Electroencephalography Recording During Transcranial Alternating Current Stimulation tACS
06:51

Concurrent Electroencephalography Recording During Transcranial Alternating Current Stimulation tACS

Published on: January 22, 2016

14.3K
A Multimodal Imaging- and Stimulation-based Method of Evaluating Connectivity-related Brain Excitability in Patients with Epilepsy
08:23

A Multimodal Imaging- and Stimulation-based Method of Evaluating Connectivity-related Brain Excitability in Patients with Epilepsy

Published on: November 13, 2016

11.1K

科学领域:

  • 神经科学是一个神经科学.
  • 生物医学工程 生物医学工程
  • 数据科学数据科学数据科学

背景情况:

  • 耳,以幻耳声为特征,显著影响生活质量.
  • 目前对耳的理解和治疗需要先进的分析方法.
  • 电脑电图 (EEG) 提供了在耳治疗期间对大脑活动的见解.

研究的目的:

  • 开发和验证一种创新的深度学习方法,用于分析耳患者的EEG数据.
  • 通过先进的信号处理,提高耳治疗评估的精度.
  • 探索复杂的神经信号的新型数据表示技术.

主要方法:

  • 预处理EEG信号,包括降低噪声和标准化采样率.
  • 使用功率光谱密度和统计措施进行特征提取.
  • 新型图形网络对EEG通道的表示,由图形卷积网络 (GCN) 和长短期记忆 (LSTM) 网络处理.

主要成果:

  • 在分析耳治疗数据时,达到99.41%的高准确率.
  • 证明了将图形表示与深度学习模型 (GCN-LSTM) 结合的有效性.
  • 在多通道EEG数据中成功建模了复杂的关系和时间依赖.

结论:

  • 提出的基于GNN的方法为耳研究提供了一个强大的新工具.
  • 这种方法具有显著的潜力,可以提高耳治疗策略的有效性.
  • 创新的数据表现保留了信息,同时允许进行高级分析.