메뉴 건너뛰기




Volumn 3, Issue 3, 2013, Pages 440-447

Automated detection of diabetes by means of higher order spectral features obtained from heart rate signals

Author keywords

Decision Tree; Diabetes Mellitus; Electrocardiogram; Fuzzy Classifier; Gaussian Mixture Model; Heart Rate Variability; Higher Order Spectra; K Nearest Neighbour; Naive Bayes Classifier; Principle Component Analysis; Probabilistic Neural Network; Support Vector Machine; Third Order Cumulants

Indexed keywords

ACCURACY; ADULT; AGED; ALGORITHM; ARTICLE; BAYESIAN LEARNING; CLINICAL ARTICLE; DECISION TREE; DIABETES MELLITUS; ELECTROCARDIOGRAM; FEMALE; FUZZY SYSTEM; HEART RATE VARIABILITY; HUMAN; K NEAREST NEIGHBOR; MALE; PREDICTIVE VALUE; SENSITIVITY AND SPECIFICITY; SUPPORT VECTOR MACHINE;

EID: 84881236483     PISSN: 21567018     EISSN: 21567026     Source Type: Journal    
DOI: 10.1166/jmihi.2013.1178     Document Type: Article
Times cited : (29)

References (65)
  • 1
    • 84864039609 scopus 로고    scopus 로고
    • An integrated index for the identification of diabetic retinopathy stages using texture parameters
    • doi: 10.1007/s10916-011-9663-8
    • U. R. Acharya, E. Y. Ng, J. H. Tan, S. V. Sree, and K. H. Ng, An integrated index for the identification of diabetic retinopathy stages using texture parameters. J. Med. Syst. 36, 2011 (2012), doi: 10.1007/s10916-011-9663- 8.
    • (2012) J. Med. Syst. , vol.36 , pp. 2011
    • Acharya, U.R.1    Ng, E.Y.2    Tan, J.H.3    Sree, S.V.4    Ng, K.H.5
  • 2
    • 34948883369 scopus 로고    scopus 로고
    • Identification of different stages of diabetic retinopathy using retinal optical images
    • W. L. Yun, U. R. Acharya, Y. Venkatesh, C. Chee, L. C. Min, and E. Ng, Identification of different stages of diabetic retinopathy using retinal optical images. Information Sciences 178, 106 (2008).
    • (2008) Information Sciences , vol.178 , pp. 106
    • Yun, W.L.1    Acharya, U.R.2    Venkatesh, Y.3    Chee, C.4    Min, L.C.5    Ng, E.6
  • 3
    • 54949157749 scopus 로고    scopus 로고
    • Application of higher order spectra for the identification of diabetes retinopathy stages
    • U. R. Acharya, K. C. Chua, E. Y. K. Ng, W. Yu, and C. Chee, Application of higher order spectra for the identification of diabetes retinopathy stages. J. Med. Syst. 32, 481 (2008).
    • (2008) J. Med. Syst. , vol.32 , pp. 481
    • Acharya, U.R.1    Chua, K.C.2    Ng, E.Y.K.3    Yu, W.4    Chee, C.5
  • 5
    • 84886608269 scopus 로고    scopus 로고
    • WHO diabetes statistic, http://www.who.int/mediacentre/factsheets/fs310/ en/index.html.
    • WHO Diabetes Statistic
  • 6
  • 7
    • 84886628557 scopus 로고    scopus 로고
    • MOH Statistic, http://www.moh.gov.sg/content/moh-web/home/statistics/ Health-Facts-Singapore/Principal-Causes-of-Death.html.
    • MOH Statistic
  • 8
    • 1642616527 scopus 로고    scopus 로고
    • How hyperglycemia promotes atherosclerosis: Molecular mechanisms
    • D. Aronson and E. J. Rayfield, How hyperglycemia promotes atherosclerosis: molecular mechanisms. Cardiovascular Diabetology 1, 1 (2002).
    • (2002) Cardiovascular Diabetology , vol.1 , pp. 1
    • Aronson, D.1    Rayfield, E.J.2
  • 9
    • 84856700653 scopus 로고    scopus 로고
    • National Heart, Lung and Blood Institute
    • National Heart, Lung and Blood Institute (2011), What Is Atherosclerosis?, http://www.nhlbi.nih.gov/health/health-topics/topics/ atherosclerosis/.
    • (2011) What Is Atherosclerosis?
  • 11
    • 84886634572 scopus 로고    scopus 로고
    • Diabetic neuropathy
    • H. C. Lin and D. Quan, Diabetic neuropathy. Medscape (2012), http://emedicine.medscape.com/article/1170337-overview#a0104.
    • (2012) Medscape
    • Lin, H.C.1    Quan, D.2
  • 12
    • 14044279916 scopus 로고    scopus 로고
    • Heart rate variability measurements and the prediction of ventricular arrhythmias
    • doi: 10.1093/qjmed/hci018
    • M. J. Reed, C. E. Robertson, and P. S. Addison, Heart rate variability measurements and the prediction of ventricular arrhythmias. QJM 98, 87 (2005), doi: 10.1093/qjmed/hci018.
    • (2005) QJM , vol.98 , pp. 87
    • Reed, M.J.1    Robertson, C.E.2    Addison, P.S.3
  • 13
    • 75449137116 scopus 로고
    • Electronic evaluations of the fetal heart rate patterns preceding fetal death, further observations
    • E. H. Hon and S. T. Lee, Electronic evaluations of the fetal heart rate patterns preceding fetal death, further observations, Am. J. Obstet. Gynae. 87, 814 (1965).
    • (1965) Am. J. Obstet. Gynae. , vol.87 , pp. 814
    • Hon, E.H.1    Lee, S.T.2
  • 15
    • 0023100673 scopus 로고
    • Decreased heart rate variability and its association with increased mortality after acute myocardial infarction
    • R. E. Kleiger, J. P. Miller, J. T. Bigger, Jr, and A. J. Moss, Decreased heart rate variability and its association with increased mortality after acute myocardial infarction. Am. J. Cardiol. 59, 256 (1987).
    • (1987) Am. J. Cardiol. , vol.59 , pp. 256
    • Kleiger, R.E.1    Miller, J.P.2    Bigger Jr., J.T.3    Moss, A.J.4
  • 16
    • 0021984563 scopus 로고
    • The value of cardiovascular autonomic function tests: 10 years experience in diabetes
    • D. J. Ewing, C. N. Martyn, R. J. Young, and B. F. Clarke, The value of cardiovascular autonomic function tests: 10 years experience in diabetes. Diabetes Care 8, 491 (1985).
    • (1985) Diabetes Care , vol.8 , pp. 491
    • Ewing, D.J.1    Martyn, C.N.2    Young, R.J.3    Clarke, B.F.4
  • 19
    • 0026154666 scopus 로고
    • Integer coefficient bandpass filter for the simultaneous removal of baseline wander, 50 and 100 Hz interference from the ECG
    • R. Wariar and C. Eswaran, Integer coefficient bandpass filter for the simultaneous removal of baseline wander, 50 and 100 Hz interference from the ECG. Medical and Biological Engineering and Computing 29, 333 (1991).
    • (1991) Medical and Biological Engineering and Computing , vol.29 , pp. 333
    • Wariar, R.1    Eswaran, C.2
  • 21
  • 22
    • 80053348045 scopus 로고    scopus 로고
    • Automatic detection of epileptic EEG signals using higher order cumulant features
    • U. R. Acharya, V. S. Sree, and J. S. Suri, Automatic detection of epileptic EEG signals using higher order cumulant features. International Journal of Neural Systems 21, 403 (2011b).
    • (2011) International Journal of Neural Systems , vol.21 , pp. 403
    • Acharya, U.R.1    Sree, V.S.2    Suri, J.S.3
  • 24
    • 84881244688 scopus 로고    scopus 로고
    • SAS
    • SAS, Principle Component Analysis (2007), http://support.sas.com/ publishing/pubcat/chaps/55129.pdf.
    • (2007) Principle Component Analysis
  • 29
    • 0041339769 scopus 로고    scopus 로고
    • Supervised fuzzy clustering for the identification of fuzzy classifiers
    • J. Abonyi and F. Szeifert, Supervised fuzzy clustering for the identification of fuzzy classifiers, Pattern Recognition Letters, 24,2195-2207 (2003).
    • (2003) Pattern Recognition Letters , vol.24 , pp. 2195-2207
    • Abonyi, J.1    Szeifert, F.2
  • 30
    • 0036894195 scopus 로고    scopus 로고
    • Lower heart rate variability is associated with the development of coronary heart disease in individuals with diabetes
    • D. Liao, M. Carnethon, G. W. Evans, W. E. Cascio, and G. Heiss, Lower heart rate variability is associated with the development of coronary heart disease in individuals with diabetes. Diabetes 51, 3524 (2002).
    • (2002) Diabetes , vol.51 , pp. 3524
    • Liao, D.1    Carnethon, M.2    Evans, G.W.3    Cascio, W.E.4    Heiss, G.5
  • 33
    • 40549123754 scopus 로고    scopus 로고
    • Automated identification of different stages of diabetic retinopathy using digital fundus images
    • J. Nayak, P. S. Bhat, U. R. Acharya, C. M. Lim, and M. Gupta, Automated Identification of Different Stages of Diabetic Retinopathy using digital fundus images. Journal of Medical Systems, USA 32, 107 (2008).
    • (2008) Journal of Medical Systems, USA , vol.32 , pp. 107
    • Nayak, J.1    Bhat, P.S.2    Acharya, U.R.3    Lim, C.M.4    Gupta, M.5
  • 34
    • 84860253391 scopus 로고    scopus 로고
    • Algorithms for the automated detection of diabetic retinopathy using digital fundus images: A review
    • O. Faust, R. Acharya, E. Y. K. Ng, K. H. Ng, and J. S. Suri, Algorithms for the automated detection of diabetic retinopathy using digital fundus images: A review. Journal of Medical Systems 36, 145 (2010).
    • (2010) Journal of Medical Systems , vol.36 , pp. 145
    • Faust, O.1    Acharya, R.2    Ng, E.Y.K.3    Ng, K.H.4    Suri, J.S.5
  • 37
    • 54849380800 scopus 로고    scopus 로고
    • Automatic identification of cardiac health using modeling techniques: A comparative study
    • U. R. Acharya, M. Sankaranarayanan, J. Nayak, C. Xiang, and T. Tamura, Automatic identification of cardiac health using modeling techniques: A comparative study. Information Sciences 178, 4571 (2008).
    • (2008) Information Sciences , vol.178 , pp. 4571
    • Acharya, U.R.1    Sankaranarayanan, M.2    Nayak, J.3    Xiang, C.4    Tamura, T.5
  • 39
    • 13144284941 scopus 로고    scopus 로고
    • Analysis of Cardiac signals using spatial filling index and time-frequency domain
    • O. Faust, U. R. Acharya, S. M. Krishnan, and C. M. Lim, Analysis of Cardiac signals using spatial filling index and time-frequency domain. Biomedical Online Journal USA 3, 30 (2004).
    • (2004) Biomedical Online Journal USA , vol.3 , pp. 30
    • Faust, O.1    Acharya, U.R.2    Krishnan, S.M.3    Lim, C.M.4
  • 43
    • 85047676840 scopus 로고
    • Evidence for an intrinsic mechanism regulating heart rate variability in the transplanted and the intact heart during submaximal dynamic exercise?
    • L. Bernardi, F. Salvucci, R. Suardi, P. L. Soldá, A. Calciati, S. Perlini, C. Falcone, and L. Ricciardi, Evidence for an intrinsic mechanism regulating heart rate variability in the transplanted and the intact heart during submaximal dynamic exercise? Cardiovasc. Res. 24, 969 (1990).
    • (1990) Cardiovasc. Res. , vol.24 , pp. 969
    • Bernardi, L.1    Salvucci, F.2    Suardi, R.3    Soldá, P.L.4    Calciati, A.5    Perlini, S.6    Falcone, C.7    Ricciardi, L.8
  • 44
    • 0027245856 scopus 로고
    • Power spectral analysis of heart rate variability: A noninvasive signature of cardiac autonomic function
    • M. V. Kamath and E. L. Fallen, Power spectral analysis of heart rate variability: a noninvasive signature of cardiac autonomic function. Crit. Rev. Biomed. Eng. 21, 245 (1993).
    • (1993) Crit. Rev. Biomed. Eng. , vol.21 , pp. 245
    • Kamath, M.V.1    Fallen, E.L.2
  • 45
    • 0025283357 scopus 로고
    • Power spectral analysis of heart rate variability in traumatic quadriplegic humans
    • K. Inoue, S. Miyake, M. Kumashiro, H. Ogata, and O. Yoshimura, Power spectral analysis of heart rate variability in traumatic quadriplegic humans. Am. J. Physiol. 258, H1722 (1990).
    • (1990) Am. J. Physiol. , vol.258
    • Inoue, K.1    Miyake, S.2    Kumashiro, M.3    Ogata, H.4    Yoshimura, O.5
  • 51
    • 23844557175 scopus 로고    scopus 로고
    • Radar high-resolution range profiles (hrrp) target recognition based on higher order spectra
    • L. Du, H. Liu, Z. Bao, and M. Xing, Radar high-resolution range profiles (hrrp) target recognition based on higher order spectra. Journal IEEE Transactions on Signal Processing Archive 53, 2359 (2005).
    • (2005) Journal IEEE Transactions on Signal Processing Archive , vol.53 , pp. 2359
    • Du, L.1    Liu, H.2    Bao, Z.3    Xing, M.4
  • 53
    • 3042568759 scopus 로고    scopus 로고
    • Simultaneous storage of medical images in the spatial and frequency domain: A comparative study
    • J. Nayak, P. S. Bhat, U. R. Acharya, and U. C. Niranjan, Simultaneous storage of medical images in the spatial and frequency domain: A comparative study, Biomedical Online Journal 3, 17 (2004).
    • (2004) Biomedical Online Journal , vol.3 , pp. 17
    • Nayak, J.1    Bhat, P.S.2    Acharya, U.R.3    Niranjan, U.C.4
  • 56
    • 85032751474 scopus 로고
    • Signal processing with higher-order spectra
    • C. L. Nikias and J. M. Mendel, Signal processing with higher-order spectra. IEEE Signal Proc. Mag. 10, 10 (1993).
    • (1993) IEEE Signal Proc. Mag. , vol.10 , pp. 10
    • Nikias, C.L.1    Mendel, J.M.2
  • 58
    • 84878917377 scopus 로고    scopus 로고
    • Automated detection of diabetes using higher order spectral features extracted from heart rate signals
    • G. Swapna, U. R. Acharya, V. S. Sree, and J. S. Suri, Automated detection of diabetes using higher order spectral features extracted from heart rate signals. Intell. Data Anal. 17, 309 (2013).
    • (2013) Intell. Data Anal. , vol.17 , pp. 309
    • Swapna, G.1    Acharya, U.R.2    Sree, V.S.3    Suri, J.S.4
  • 60
    • 84881224264 scopus 로고    scopus 로고
    • Linear and nonlinear analysis of heart rate variability in ventricular tachycardia and supraventricular tachycardia
    • N. D. Asha and K. Paul Joseph, Linear and nonlinear analysis of heart rate variability in ventricular tachycardia and supraventricular tachycardia. J. Med. Imaging Health Inf. 3, 294 (2013).
    • (2013) J. Med. Imaging Health Inf. , vol.3 , pp. 294
    • Asha, N.D.1    Paul Joseph, K.2
  • 61
    • 84881169887 scopus 로고    scopus 로고
    • Evaluation of weight factor mode based ensemble empirical mode decomposition method in heart activity analysis
    • M. Kharrat, Y. Wakuda, S. Kobayashi, N. Koshizuka, and K. Sakamura, Evaluation of weight factor mode based ensemble empirical mode decomposition method in heart activity analysis. J. Med. Imaging Health Inf. 2, 266 (2012).
    • (2012) J. Med. Imaging Health Inf. , vol.2 , pp. 266
    • Kharrat, M.1    Wakuda, Y.2    Kobayashi, S.3    Koshizuka, N.4    Sakamura, K.5
  • 63
    • 84881159266 scopus 로고    scopus 로고
    • A review of fundus image analysis for the automated detection of diabetic retinopathy
    • K. Noronha and K. Prabhakar Nayak, A review of fundus image analysis for the automated detection of diabetic retinopathy. J. Med. Imaging Health Inf. 2, 258 (2012).
    • (2012) J. Med. Imaging Health Inf. , vol.2 , pp. 258
    • Noronha, K.1    Prabhakar Nayak, K.2
  • 64
    • 84881233567 scopus 로고    scopus 로고
    • An integrated diabetic retinopathy index for the diagnosis of retinopathy using digital fundus image features
    • M. Muthu Rama Krishnan and A. Laude, An integrated diabetic retinopathy index for the diagnosis of retinopathy using digital fundus image features. J. Med. Imaging Health Inf. 3, 306 (2013).
    • (2013) J. Med. Imaging Health Inf. , vol.3 , pp. 306
    • Muthu Rama Krishnan, M.1    Laude, A.2
  • 65
    • 84881259940 scopus 로고    scopus 로고
    • Diagnosis of diabetes retinopathy using risk index: A novel texture paradigm
    • L. Siying, Diagnosis of diabetes retinopathy using risk index: A novel texture paradigm. J. Med. Imaging Health Inf. 3, 326 (2013).
    • (2013) J. Med. Imaging Health Inf. , vol.3 , pp. 326
    • Siying, L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.