Literature DB >> 19163282

Characterizing nonlinear heartbeat dynamics within a point process framework.

Zhe Chen1, Emery N Brown, Riccardo Barbieri.   

Abstract

Heartbeat intervals are known to have nonlinear and non-stationary dynamics. In this paper, we propose a nonlinear Volterra-Wiener expansion modeling of human heartbeat dynamics within a point process framework. Inclusion of second-order nonlinearity allows us to estimate dynamic bispectrum. The proposed probabilistic model was examined with two recorded heartbeat interval data sets. Preliminary results show that our model is beneficial to characterize the inherent nonlinearity of the heartbeat dynamics.

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Year:  2008        PMID: 19163282      PMCID: PMC2644067          DOI: 10.1109/IEMBS.2008.4649779

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  13 in total

1.  Multifractality in human heartbeat dynamics.

Authors:  P C Ivanov; L A Amaral; A L Goldberger; S Havlin; M G Rosenblum; Z R Struzik; H E Stanley
Journal:  Nature       Date:  1999-06-03       Impact factor: 49.962

2.  PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.

Authors:  A L Goldberger; L A Amaral; L Glass; J M Hausdorff; P C Ivanov; R G Mark; J E Mietus; G B Moody; C K Peng; H E Stanley
Journal:  Circulation       Date:  2000-06-13       Impact factor: 29.690

3.  A point-process model of human heartbeat intervals: new definitions of heart rate and heart rate variability.

Authors:  Riccardo Barbieri; Eric C Matten; Abdulrasheed A Alabi; Emery N Brown
Journal:  Am J Physiol Heart Circ Physiol       Date:  2004-09-16       Impact factor: 4.733

4.  A dual-input nonlinear system analysis of autonomic modulation of heart rate.

Authors:  K H Chon; T J Mullen; R J Cohen
Journal:  IEEE Trans Biomed Eng       Date:  1996-05       Impact factor: 4.538

5.  Age and autonomic effects on interrelationships between lung volume and heart rate.

Authors:  G Stanley; D Verotta; N Craft; R A Siegel; J B Schwartz
Journal:  Am J Physiol       Date:  1996-05

6.  Application of linear and nonlinear time series modeling to heart rate dynamics analysis.

Authors:  D J Christini; F M Bennett; K R Lutchen; H M Ahmed; J M Hausdorff; N Oriol
Journal:  IEEE Trans Biomed Eng       Date:  1995-04       Impact factor: 4.538

7.  Heart rate variability: standards of measurement, physiological interpretation and clinical use. Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology.

Authors: 
Journal:  Circulation       Date:  1996-03-01       Impact factor: 29.690

8.  Identification of nonlinear biological systems using Laguerre expansions of kernels.

Authors:  V Z Marmarelis
Journal:  Ann Biomed Eng       Date:  1993 Nov-Dec       Impact factor: 3.934

9.  Decrease of cardiac chaos in congestive heart failure.

Authors:  C S Poon; C K Merrill
Journal:  Nature       Date:  1997-10-02       Impact factor: 49.962

10.  A Study of Probabilistic Models for Characterizing Human Heart Beat Dynamics in Autonomic Blockade Control.

Authors:  Z Chen; En Brown; R Barbieri
Journal:  Proc IEEE Int Conf Acoust Speech Signal Process       Date:  2008-03-31
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  5 in total

1.  Characterizing nonlinear heartbeat dynamics within a point process framework.

Authors:  Zhe Chen; Emery N Brown; Riccardo Barbieri
Journal:  IEEE Trans Biomed Eng       Date:  2010-02-17       Impact factor: 4.538

2.  Assessment of Baroreflex Control of Heart Rate During General Anesthesia Using a Point Process Method.

Authors:  Z Chen; Pl Purdon; Et Pierce; G Harrell; En Brown; R Barbieri
Journal:  Proc IEEE Int Conf Acoust Speech Signal Process       Date:  2009-05-26

3.  Linear and nonlinear quantification of respiratory sinus arrhythmia during propofol general anesthesia.

Authors:  Zhe Chen; Patrick L Purdon; Eric T Pierce; Grace Harrell; John Walsh; Andres F Salazar; Casie L Tavares; Emery N Brown; Riccardo Barbieri
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2009

4.  Assessment of autonomic control and respiratory sinus arrhythmia using point process models of human heart beat dynamics.

Authors:  Zhe Chen; Emery N Brown; Riccardo Barbieri
Journal:  IEEE Trans Biomed Eng       Date:  2009-03-04       Impact factor: 4.538

5.  A Point Process Approach to Assess Dynamic Baroreflex Gain.

Authors:  Z Chen; En Brown; R Barbieri
Journal:  Comput Cardiol       Date:  2008-09-14
  5 in total

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