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Segment-Specific EASI Coefficients for Improving Accuracy of Derived 12-Lead Electrocardiography

机译:细分特定的EASI系数,可提高派生的12导联心电图的准确性

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In order to reduce the number of electrodes in standard 12-lead electrocardiography (ECG) measurement, a number of research works have been conducted. One of the attempts was deriving 12-lead ECG from the EASI lead system, which was initiated by Dower. The previous techniques, including Dower with an improved coefficient, linear regression (LR), and polynomial least square (PLR), calculated the EASI coefficients for one cycle ECG signal, i.e., covering the entire segments. To increase the accuracy, we proposed an approach that calculates the EASI coefficients by segmenting the ECG signal into three segments: PR interval, QRS complex, and ST interval. In other words, coefficients are specific for each segment. Root mean squared error (RMSE) was used to measure the performance. The results showed that our proposed approach outperformed the conventional EASI coefficient calculation in Dower's method and LR, as well as 2
机译:为了减少标准12导联心电图(ECG)测量中的电极数量,已经进行了许多研究工作。一种尝试是从由Dower发起的EASI导联系统获得12导联心电图。包括具有改善的系数的Dower,线性回归(LR)和多项式最小二乘(PLR)在内的先前技术计算了一个周期ECG信号的EASI系数,即覆盖了整个段。为了提高准确性,我们提出了一种通过将ECG信号分为三个部分来计算EASI系数的方法:PR间隔,QRS复数和ST间隔。换句话说,系数对于每个段是特定的。均方根误差(RMSE)用于衡量性能。结果表明,我们提出的方法优于Dower方法和LR的常规EASI系数计算,以及2

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