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Multiresolution wavelet analysis of heartbeat intervals discriminates healthy patients from those with cardiac pathology

机译:心跳间隔的多分辨率小波分析区分   来自心脏病患者的健康患者

摘要

We applied multiresolution wavelet analysis to the sequence of times betweenhuman heartbeats (R-R intervals) and have found a scale window, between 16 and32 heartbeats, over which the widths of the R-R wavelet coefficients fall intodisjoint sets for normal and heart-failure patients. This has enabled us tocorrectly classify every patient in a standard data set as either belonging tothe heart-failure or normal group with 100% accuracy, thereby providing aclinically significant measure of the presence of heart-failure from the R-Rintervals alone. Comparison is made with previous approaches, which have provided onlystatistically significant measures.
机译:我们将多分辨率小波分析应用于人类心跳之间的时间序列(R-R间隔),并发现了一个介于16到32个心跳之间的比例窗口,在该窗口上,R-R小波系数的宽度落入正常患者和心衰患者的不相交集合中。这使我们能够以100%的准确度将标准数据集中的每个患者正确分类为属于心力衰竭或正常组,从而仅凭R-Rintervals就可提供临床上重要的心力衰竭测量。与以前的方法进行了比较,以前的方法仅提供了统计上有意义的指标。

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