Using renyi entropy to detect early cardiac autonomic neuropathy

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2013, Pages 5562-5565

  Cornforth, David J ^a   Tarvainen, Mika P ^b   Jelinek, Herbert F ^c  

^a UNIVERSITY OF NEWCASTLE   (Australia)

^b UNIVERSITY OF EASTERN FINLAND   (Finland)

^c CHARLES STURT UNIVERSITY   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

DIABETES PATIENTS; ECG RECORDING; HEART ATTACK; HEART RATE VARIABILITY; HEART RATES; NERVE DAMAGE; RENYI ENTROPY; SCREENING TESTS;

CHEMICAL DETECTION; DIAGNOSIS; DISEASE CONTROL;

HEART;

AUTONOMIC NERVOUS SYSTEM; AUTONOMIC NEUROPATHY; ELECTROCARDIOGRAPHY; ENTROPY; HEART; HEART RATE; HUMAN; PATHOPHYSIOLOGY; PHYSIOLOGY;

AUTONOMIC NERVOUS SYSTEM; AUTONOMIC NERVOUS SYSTEM DISEASES; ELECTROCARDIOGRAPHY; ENTROPY; HEART; HEART RATE; HUMANS;

EID: 84886481558     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2013.6610810     Document Type: Conference Paper

References (15)

1. Ivanov P, Rosenblum M, Peng CK, Mietus JE, Havlin S, Stanley HE and Goldberger AL. Scaling behaviour of heartbeat intervals obtained by wavelet-based time-series analysis. Nature Vol.383, 1996, pp. 323- 327.
2. H.F. Jelinek, M.P. Tarvainen, and D.J. Cornforth, Renyi Entropy in Identification of Cardiac Autonomic Neuropathy in Diabetes, Proceedings of the Computers in Cardiology Conference 2013 (in press).
3. A.C. Flynn, H.F. Jelinek and M.C. Smith. Heart rate variability analysis: A useful assessment tool for diabetes associated cardiac dysfunction in rural and remote areas. Aust J Rural Health Vol. 13, 2005, pp. 77-82.
4. G. Berntson, J. B. Jr., D. Eckberg, P. Grossman, P. Kaufmann, M. Malik, H. Nagaraja, S. Porges, J. Saul, P. Stone, and M. V. D. Molen, Heart rate variability: Origins, methods, and interpretive caveats, Psychophysiol, vol. 34, pp. 623648, 1997.
5. M.C. Teich, S.B. Lowen, B.M. Jost, K. Vibe-Rheymer, and C. Heneghan. Heart Rate Variability: Measures and Models, in M. Akay (ed.), Nonlinear Biomedical Signal Processing, Vol. II, Dynamic Analysis and Modelling, IEEE Press, New York, 2001.
6. R.E. Kleiger, J.P. Miller, J.T. Bigger Jr. and AJ. Moss. Decreased heart rate variability and its association with increased mortality after acute myocardial infarction. The American Journal of Cardiology Vol. 59, 1987, pp. 256-62.
7. S.Z. Abildstrom, B.T. Jensen, E. Agner, et al. Heart rate versus heart rate variability in risk prediction after myocardial infarction. Journal of Cardiovascular Electrophysiology Vol. 14, 2003, pp. 168-73.
8. Task Force of the European Society of Cardiology, North American Society of Pacing Electrophysiology. Heart Rate Variability: Standards of Measurement, Physiological Interpretation, and Clinical Use. Circulation Vol. 93, 1996, pp. 1043-1065.
9. A.H. Khandoker, H.F. Jelinek and M. Palaniswami. Identifying diabetic patients with cardiac autonomic neuropathy by heart rate complexity analysis. Biomed Eng Online. Vol. 8, 2009.
10. A. Khandoker, H. Jelinek, T. Moritani, and M. Palaniswami, Association of cardiac autonomic neuropathy with alteration of sympathovagal balance through heart rate variability analysis, Med Eng Phys, vol. 32, pp. 161167, 2010.
11. M. Costa, A.L. Goldberger and C.K. Peng. Multiscale entropy analysis of complex physiologic time series. Physical Review Letters Vol. 89, 2002.
12. D. Lake, Renyi entropy measures of heart rate Gaussianity, IEEE Trans Biomed Eng, vol. 53, pp. 2127, 2006.
13. Robert Jenssen, Kenneth E. Hild II, Deniz Erdogmus, Jose C. Principe, Torbjrn Eltoft, Clustering using Renyi's Entropy, in Proceedings of the International Joint Conference on Neural Networks 2003.
14. H.F. Jelinek, C.Wilding and P. Tinley. An innovative multi-disciplinary diabetes complications screening programme in a rural community: A description and preliminary results of the screening. Australian Journal of Primary Health Vol. 12, 2006, pp. 14-20.
15. M. Javorka, Z. Trunkvalterova, I. Tonhajzerova, J. Javorkova, K. Javorka and M. Baumert. Short-term heart rate complexity is reduced in patients with type 1 diabetes mellitus. Clin Neurophysiol Vol. 119, 2008, pp. 1071-81.