Highly comparative fetal heart rate analysis

3 Dec 2014B. D. FulcherA. E. GeorgievaC. W. G. RedmanNick S. Jones

A database of fetal heart rate (FHR) time series measured from 7221 patients during labor is analyzed with the aim of learning the types of features of these recordings that are informative of low cord pH. Our 'highly comparative' analysis involves extracting over 9000 time-series analysis features from each FHR time series, including measures of autocorrelation, entropy, distribution, and various model fits... (read more)

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