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Gender Recognition from PPG Signals of People with Different Blood Pressure

机译:来自不同血压的人的PPG信号的性别识别

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Photoplethysmography (PPG) is an opto-electronic technique that measures the blood volume within micro-vascular tissue. Studies based on measuring blood pressure level with PPG have been widely used. In this study, gender recognition was performed using PPG signals recorded from people with different blood pressure levels. The obtained results showed that the sum of the derivative, kurtosis, median, skewness, variance, variance of the second derivative calculated from the wavelet transform coefficients can be used in gender recognition as an attribute. By using these features, a classification accuracy of 74.77% and a polygon area metric of 0.4961 were obtained with the decision tree classifier. It is thought that gender recognition can be achieved with PPG signals, which can also be measured on touch screens (smart phones, watches and tablets) with the proposed method.
机译:光学仪模图(PPG)是一种光学技术,可测量微血管组织内的血液体积。 基于测量血压水平的研究得到了PPG的广泛应用。 在这项研究中,使用从具有不同血压水平的人记录的PPG信号进行性别识别。 所得结果表明,从小波变换系数计算的第二导数的衍生物,峰,中值,偏差,方差的总和可以用于性别识别作为属性。 通过使用这些特征,使用决策树分类器获得74.77%的分类精度和0.4961的多边形区域度量。 据认为,可以使用PPG信号实现性别识别,其也可以通过所提出的方法在触摸屏(智能手机,手表和平板电脑)上测量。

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