Renyi entropy measures of heart rate Gaussianity

被引:69
作者
Lake, DE [1 ]
机构
[1] Univ Virginia, Div Cardiovasc, Charlottesville, VA 22908 USA
关键词
entropy rate; Gaussianity; heart rate variability; Renyi entropy; SampEn;
D O I
10.1109/TBME.2005.859782
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Sample entropy and approximate entropy are measures that have been successfully utilized to study the deterministic dynamics of heart rate (HR). A complementary stochastic point of view and a heuristic argument using the Central Limit Theorem suggests that the Gaussianity of HR is a complementary measure of the physiological complexity of the underlying signal transduction processes. Renvi entropy (or q-entropy) is a widely used measure of Gaussianity in many applications. Particularly important members of this family are differential (or Shannon) entropy (q = 1) and quadratic entropy (q = 2). We introduce the concepts of differential and conditional Renyi entropy rate and, in conjunction with Burg's theorem, develop a measure of the Gaussianity of a linear random process. Robust algorithms for estimating these quantities are presented along with estimates of their standard errors.
引用
收藏
页码:21 / 27
页数:7
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