心电图信号(744个片段)
来自29名患者的744个ECG片段,含17种心律类别,用于心律失常研究。

基本信息
资源简介
心电图信号(744个片段)
【数据集背景】
本数据集源站标题为《ECG signals (744 fragments)》。配套论文《Novel genetic ensembles of classifiers applied to myocardium dysfunction recognition based on ECG signals》发表于 Swarm and Evolutionary Computation(2018),DOI:10.1016/j.swevo.2017.10.002。源站首次发布:2017-11-14。
【数据内容】
源站原始描述:For research purposes, the ECG signals were obtained from the PhysioNet service ( from the MIT-BIH Arrhythmia database. The created database with ECG signals is described below. 1) The ECG signals were from 29 patients: 15 female (age: 23-89) and 14 male (age: 32-89). 2) The ECG signals contained 17 classes: normal sinus rhythm, pacemaker rhythm, and 15 types of cardiac dysfunctions (for each of which at least 10 signal fragments were collected). 3) All ECG signals were recorded at a sampling fr…
【数据结构与技术规格】
文件数 1 个,合计 2.76 MB。ECG signals (744 fragments).zip:application/zip,2.76 MB。数据集 DOI:10.6084/m9.figshare.5601664.v1。
【主题与分类】
源站学科分类:Health informatics and information systems、Biomedical engineering not elsewhere classified、Planning and decision making、Knowledge representation and reasoning、Pattern recognition、Data mining and knowledge discovery。主题标签:ECG、Biomedical signal processing and analysis、Classification、Machine learning、Feature extraction and selection、Health Informatics、Biomedical Engineering not elsewhere classified、Expert Systems、Knowledge Representation and Machine Learning、Pattern Recognition and Data Mining。
【适用方向】
时序数据适用于疾病进展预测、生理信号监测与事件发生的时序建模。
【获取与许可】
源站页面:https://figshare.com/articles/dataset/ECG_signals_744_fragments_/5601664
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Pławiak, Paweł (2017). ECG signals (744 fragments). figshare. Dataset
【使用注意】
· 源站最后修改于 2023-05-31,引用时请注意版本时效。
下载信息
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公开数据集受托下载与技术交付服务。
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暂未开放当前数据集主要来源为 Kaggle 公开托管,完整影像包建议通过原始链接或 Kaggle API 获取。
使用方式
数据集获取(Figshare)
- 源站标题:ECG signals (744 fragments)
- DOI:10.6084/m9.figshare.5601664.v1
- 发布日期:2017-11-14
- 文件数:1 个
- 文件总体积:2.76 MB
- 源站页面:https://figshare.com/articles/dataset/ECG_signals_744_fragments_/5601664
命令行下载
curl -L -o "ECG signals (744 fragments).zip" "https://ndownloader.figshare.com/files/9746881"
文件清单
ECG signals (744 fragments).zip(2.76 MB)
文件总体积 2.76 MB(源站 API 实测)。
数据说明
For research purposes, the ECG signals were obtained from the PhysioNet service (http://www.physionet.org) from the MIT-BIH Arrhythmia database. The created database with ECG signals is described below. 1) The ECG signals were from 29 patients: 15 female (age: 23-89) and 14 male (age: 32-89). 2) The ECG signals contained 17 classes: normal sinus rhythm, pacemaker rhythm, and 15 types of cardiac dysfunctions (for each of which at least 10 signal fragments were collected). 3) All ECG signals were recorded at a sampling frequency of 360 [Hz] and a gain of 200 [adu / mV]. 4) For the analysis, 744, 10-second (3600 samples) fragments of the ECG signal (not overlapping) were randomly selected. 5) Only signals derived from one lead, the MLII, were used. 6) Data are in mat format (Matlab).
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.5601664.v1(source: https://figshare.com/articles/dataset/ECG_signals_744_fragments_/5601664)。
数据缺失?
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