Two statistical methods for resolving healthy individuals and those with congestive heart failure based on extended self-similarity and a recursive method
- PMID: 19669436
- PMCID: PMC2651543
- DOI: 10.1007/s10867-006-9031-y
Two statistical methods for resolving healthy individuals and those with congestive heart failure based on extended self-similarity and a recursive method
Abstract
In this paper we introduce two methods for measuring irregularities in human heartbeat time series (HHTS). First we consider the multi-fractal structure of HHTS to distinguish healthy individuals and from those with congestive heart failure. In this way we modify the Extended Self-Similarity (ESS) method and apply it to HHTS. Our second approach is based on the recursive method, which we use to predict the duration of the next heartbeat by considering a few previous ones. We use standard physiological data and show that these approaches lead to very satisfactory methods to resolve the healthy and CHF individuals. These methods can be used potentially in portable electronic heart alarm systems.
Similar articles
-
Mortality Prediction in Severe Congestive Heart Failure Patients with Multifractal Point-Process Modeling of Heartbeat Dynamics.IEEE Trans Biomed Eng. 2018 Oct;65(10):2345-2354. doi: 10.1109/TBME.2018.2797158. Epub 2018 Jan 23. IEEE Trans Biomed Eng. 2018. PMID: 29993522
-
From 1/f noise to multifractal cascades in heartbeat dynamics.Chaos. 2001 Sep;11(3):641-652. doi: 10.1063/1.1395631. Chaos. 2001. PMID: 12779503
-
Intrinsic mode analysis of human heartbeat time series.Ann Biomed Eng. 2010 Apr;38(4):1337-44. doi: 10.1007/s10439-010-9939-z. Epub 2010 Jan 30. Ann Biomed Eng. 2010. PMID: 20119846
-
Self-affine fractal variability of human heartbeat interval dynamics in health and disease.Eur J Appl Physiol. 2003 Oct;90(3-4):305-16. doi: 10.1007/s00421-003-0915-2. Epub 2003 Aug 27. Eur J Appl Physiol. 2003. PMID: 12942331 Review.
-
Computer-aided diagnosis of congestive heart failure using ECG signals - A review.Phys Med. 2019 Jun;62:95-104. doi: 10.1016/j.ejmp.2019.05.004. Epub 2019 May 10. Phys Med. 2019. PMID: 31153403 Review.
Cited by
-
Characterizing psychological dimensions in non-pathological subjects through autonomic nervous system dynamics.Front Comput Neurosci. 2015 Mar 25;9:37. doi: 10.3389/fncom.2015.00037. eCollection 2015. Front Comput Neurosci. 2015. PMID: 25859212 Free PMC article.
-
Revealing real-time emotional responses: a personalized assessment based on heartbeat dynamics.Sci Rep. 2014 May 21;4:4998. doi: 10.1038/srep04998. Sci Rep. 2014. PMID: 24845973 Free PMC article.
-
Estimation of instantaneous complex dynamics through Lyapunov exponents: a study on heartbeat dynamics.PLoS One. 2014 Aug 29;9(8):e105622. doi: 10.1371/journal.pone.0105622. eCollection 2014. PLoS One. 2014. PMID: 25170911 Free PMC article.
-
A unified point process probabilistic framework to assess heartbeat dynamics and autonomic cardiovascular control.Front Physiol. 2012 Feb 1;3:4. doi: 10.3389/fphys.2012.00004. eCollection 2012. Front Physiol. 2012. PMID: 22375120 Free PMC article.
-
Characterizing nonlinear heartbeat dynamics within a point process framework.IEEE Trans Biomed Eng. 2010 Jun;57(6):1335-47. doi: 10.1109/TBME.2010.2041002. Epub 2010 Feb 17. IEEE Trans Biomed Eng. 2010. PMID: 20172783 Free PMC article.
References
-
- {'text': '', 'ref_index': 1, 'ids': [{'type': 'DOI', 'value': '10.1016/S0378-4371(01)00144-3', 'is_inner': False, 'url': 'https://doi.org/10.1016/s0378-4371(01)00144-3'}]}
- Kantelhardt, J.W., Koscielny-Bunde, E., Rego, H.H.A., Havlin, S., Bunde, A.: Detecting long-range correlations with detrended fluctuation analysis. Physica A 295, 441 (2001)
-
- {'text': '', 'ref_index': 1, 'ids': [{'type': 'DOI', 'value': '10.1103/PhysRevLett.85.3736', 'is_inner': False, 'url': 'https://doi.org/10.1103/physrevlett.85.3736'}, {'type': 'PubMed', 'value': '11030994', 'is_inner': True, 'url': 'https://pubmed.ncbi.nlm.nih.gov/11030994/'}]}
- Bunde, A., Havlin, S., Kantelhardt, J.W., Penzel, T., Peter, J.-H., Voigt, K.: Correlated and uncorrelated regions in heart-rate fluctuations during sleep. Phys. Rev. Lett. 85, 3736 (2000) - PubMed
-
- {'text': '', 'ref_index': 1, 'ids': [{'type': 'DOI', 'value': '10.1103/PhysRevLett.70.1343', 'is_inner': False, 'url': 'https://doi.org/10.1103/physrevlett.70.1343'}, {'type': 'PubMed', 'value': '10054352', 'is_inner': True, 'url': 'https://pubmed.ncbi.nlm.nih.gov/10054352/'}]}
- Peng, C.-K., Mietus, J., Hausdorff, J.M., Havlin, S., Stanley, H.E., Goldberger, A.L.: Long-range anticorrelations and non-Gaussian behavior of the heartbeat. Phys. Rev. Lett. 70, 1343 (1993) - PubMed
-
- Goldberger, A.L. et al.: Fractal mechanisms in neural control: Human heartbeat and gait dynamics in health and disease, http://www.physionet.org/tutorials/fmnc/
-
- {'text': '', 'ref_index': 1, 'ids': [{'type': 'DOI', 'value': '10.1103/PhysRevE.66.062902', 'is_inner': False, 'url': 'https://doi.org/10.1103/physreve.66.062902'}, {'type': 'PubMed', 'value': '12513330', 'is_inner': True, 'url': 'https://pubmed.ncbi.nlm.nih.gov/12513330/'}]}
- Karasik, R., Sapir, N., Ashkenazy, Y., Ivanov, P.Ch., Dvir, I., Lavie, P., Havlin, S.: Correlation differences in heartbeat fluctuations during rest and exercise. Phys. Rev. E 66, 062902 (2002) - PubMed
LinkOut - more resources
Full Text Sources
Other Literature Sources