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MultiScaleEntropy

于 2021-04-02 发布
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说明:  实现多尺度熵的算法 多尺度熵(Multiscale entropy, MSE)将样本熵扩展到多个时间尺度,以便在时间尺度不确定时提供额外的观察视角。样本熵的问题在于它没有很好地考虑到时间序列中可能存在的不同时间尺度。为了计算不同时间尺度下信号的复杂性,Costa等人(2002,2005)提出了多尺度熵。(MultiScale Entropy There has been considerable interest in quantifying the complexity of physiologic time series, such as heart rate. However, traditional algorithms indicate higher complexity for certain pathologic processes associated with random outputs than for healthy dynamics exhibiting long-range correlations. This paradox may be due to the fact that conventional algorithms fail to account for the multiple time scales inherent in healthy physiologic dynamics. We introduce a method to calculate multiscale entropy (MSE) for complex time series. We find that MSE robustly separates healthy and pathologic groups and consistently yields higher values for simulated long-range correlated noise compared to uncorrelated noise.)

文件列表:

spectra.m, 2659 , 2016-07-02
colored_noise.m, 1978 , 2017-05-30
MSE_Costa2005.m, 2451 , 2017-05-30
SampleEntropy.m, 4518 , 2017-05-30
SimulationsMSE.m, 2128 , 2017-05-30

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