Nonlinear additive autoregressive model-based analysis of short-term heart rate variability

被引:15
作者
Wessel, Niels
Malberg, Hagen
Bauernschmitt, Robert
Schirdewan, Alexander
Kurths, Juergen
机构
[1] Univ Potsdam, Inst Phys, D-14415 Potsdam, Germany
[2] German Heart Ctr, Cardiovasc Surg Clin, D-80636 Munich, Germany
[3] HELIOS Klin, Franz Volhard Clin, Charite, Fac Med, D-13125 Berlin, Germany
[4] Univ Karlsruhe TH, Inst Appl Comp Sci Automat, D-76128 Karlsruhe, Germany
关键词
nonlinear regression; heart rate variability; modeling; time series analysis;
D O I
10.1007/s11517-006-0038-0
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this contribution we test the hypothesis that nonlinear additive autoregressive model-based data analysis improves the diagnostic ability based on short-term heart rate variability. For this purpose, a nonlinear regression approach, namely, the maximal correlation method is applied to the data of 37 patients with dilated cardiomyopathy as well as of 37 age- and sex-matched healthy subjects. We find that this approach is a powerful tool in discriminating both groups and promising for further model-based analyses.
引用
收藏
页码:321 / 330
页数:10
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