메뉴 건너뛰기




Volumn 12, Issue , 2011, Pages 999-1024

Unsupervised similarity-based risk stratification for cardiovascular events using long-term time-series data

Author keywords

Anomaly detection; Cardiovascular disease; Risk stratification; Symbolic analysis; Time series comparison

Indexed keywords

ANOMALY DETECTION; CARDIOVASCULAR DISEASE; RISK STRATIFICATION; SYMBOLIC ANALYSIS; TIME-SERIES COMPARISON;

EID: 79955869962     PISSN: 15324435     EISSN: 15337928     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (12)

References (54)
  • 3
    • 79955804794 scopus 로고    scopus 로고
    • Risk stratification for cardiac events after acute ST elevation myocardial infarction
    • J.S. Alpert. Risk stratification for cardiac events after acute ST elevation myocardial infarction. UpToDate, 2010.
    • (2010) UpToDate
    • Alpert, J.S.1
  • 4
    • 0035205182 scopus 로고    scopus 로고
    • Utility of current risk stratification tests for predicting major arrhythmic events after myocardial infarction
    • DOI 10.1016/S0735-1097(01)01667-9, PII S0735109701016679
    • J.J. Bailey, A.S. Berson, H. Handelsman, and M. Hodges. Utility of current risk stratification tests for predicting major arrhythmic events after myocardial infarction. Journal of the American College of Cardiology, 38(7):1902-1911, 2001. (Pubitemid 33116562)
    • (2001) Journal of the American College of Cardiology , vol.38 , Issue.7 , pp. 1902-1911
    • Bailey, J.J.1    Berson, A.S.2    Handelsman, H.3    Hodges, M.4
  • 5
    • 0041915676 scopus 로고    scopus 로고
    • Risk stratification after acute myocardial infarction by heart rate turbulence
    • DOI 10.1161/01.CIR.0000088783.34082.89
    • P. Barthel, R. Schneider, A. Bauer, K. Ulm, C. Schmitt, A. Schomig, and G. Schmidt. Risk stratification after acute myocardial infarction by heart rate turbulence. Circulation, 108(10):1221-1226, 2003. (Pubitemid 37099991)
    • (2003) Circulation , vol.108 , Issue.10 , pp. 1221-1226
    • Barthel, P.1    Schneider, R.2    Bauer, A.3    Ulm, K.4    Schmitt, C.5    Schomig, A.6    Schmidt, G.7
  • 7
    • 34047178859 scopus 로고    scopus 로고
    • Sequence motifs: Highly predictive features of protein function
    • A. Ben-Hur and D. Brutlag. Sequence motifs: highly predictive features of protein function. Feature Extraction, pages 625-645, 2006.
    • (2006) Feature Extraction , pp. 625-645
    • Ben-Hur, A.1    Brutlag, D.2
  • 8
    • 79955858284 scopus 로고    scopus 로고
    • Risk stratification after unstable angina or non-ST elevation myocardial infarction
    • J.A Breall and M. Simons. Risk stratification after unstable angina or non-ST elevation myocardial infarction. UpToDate, 2010.
    • (2010) UpToDate
    • Breall, J.A.1    Simons, M.2
  • 9
    • 35548995394 scopus 로고    scopus 로고
    • Safety, tolerability, and initial efficacy of AZD6140, the first reversible oral adenosine diphosphate receptor antagonist, compared with clopidogrel, in patients with non-ST-segment elevation acute coronary syndrome. Primary results of the DISPERSE-2 trial
    • DOI 10.1016/j.jacc.2007.07.053, PII S0735109707026344
    • C. P. Cannon, S. Husted, R.A. Harrington, B.M. Scirica, H. Emanuelsson, G. Peters, and R.F. Storey. Safety, Tolerability, and Initial Efficacy of AZD6140, the First Reversible Oral Adenosine Diphosphate Receptor Antagonist, Compared With Clopidogrel, in Patients With Non-ST- Segment Elevation Acute Coronary Syndrome Primary Results of the DISPERSE-2 Trial. Journal of the American College of Cardiology, 50(19):1844-1851, 2007. (Pubitemid 350007959)
    • (2007) Journal of the American College of Cardiology , vol.50 , Issue.19 , pp. 1844-1851
    • Cannon, C.P.1    Husted, S.2    Harrington, R.A.3    Scirica, B.M.4    Emanuelsson, H.5    Peters, G.6    Storey, R.F.7
  • 10
    • 0031061865 scopus 로고    scopus 로고
    • Fast algorithm for point pattern matching: Invariant to translations, rotations and scale changes
    • PII S0031320396000763
    • S.H. Chang, F.H. Cheng, W. Hsu, and G. Wu. Fast algorithm for point pattern matching: invariant to translations, rotations and scale changes. Pattern Recognition, 30(2):311-320, 1997. (Pubitemid 127407621)
    • (1997) Pattern Recognition , vol.30 , Issue.2 , pp. 311-320
    • Chang, S.-H.1    Cheng, F.-H.2    Hsu, W.-H.3    Wu, G.-Z.4
  • 11
  • 13
    • 71149104463 scopus 로고    scopus 로고
    • Learning kernels from indefinite similarities
    • New York, NY, USA, ACM. ISBN 978-1-60558-516-1
    • Y. Chen, MR. Gupta, and B. Recht. Learning kernels from indefinite similarities. In International Conference on Machine Learning, pages 145-152, New York, NY, USA, 2009b. ACM. ISBN 978-1-60558-516-1.
    • (2009) International Conference on Machine Learning , pp. 145-152
    • Chen, Y.1    Gupta, M.R.2    Recht, B.3
  • 14
    • 85135872226 scopus 로고    scopus 로고
    • On the marriage of LP-norms and edit distance
    • L. Cheng and R T. Ng. On The marriage of LP-norms and edit distance. In Very Large Data Bases, pages 792-803, 2004.
    • (2004) Very Large Data Bases , pp. 792-803
    • Cheng, L.1    Ng, R.T.2
  • 18
    • 2942709662 scopus 로고    scopus 로고
    • Automatic classification of heartbeats using ECG morphology and heartbeat interval features
    • DOI 10.1109/TBME.2004.827359
    • P. de Chazal, M. O'Dwyer, and R.B. Reilly. Automatic classification of heartbeats using ECG morphology and heartbeat interval features. In IEEE Transactions on Biomedical Engineering, pages 1196-1206, 2004. (Pubitemid 38787925)
    • (2004) IEEE Transactions on Biomedical Engineering , vol.51 , Issue.7 , pp. 1196-1206
    • De Chazal, P.1    O'Dwyer, M.2    Reilly, R.B.3
  • 21
    • 84950442000 scopus 로고
    • Logistic regression, survival analysis, and the Kaplan-Meier curve
    • B. Efron. Logistic regression, survival analysis, and the Kaplan-Meier curve. Journal of the American Statistical Association, 83(402):414-425, 1988.
    • (1988) Journal of the American Statistical Association , vol.83 , Issue.402 , pp. 414-425
    • Efron, B.1
  • 22
    • 0344376570 scopus 로고    scopus 로고
    • Finding composite regulatory patterns in DNA sequences
    • E. Eskin and P.A. Pevzner. Finding composite regulatory patterns in DNA sequences. Bioinformatics, 18:354-363, 2002.
    • (2002) Bioinformatics , vol.18 , pp. 354-363
    • Eskin, E.1    Pevzner, P.A.2
  • 24
    • 0011193416 scopus 로고    scopus 로고
    • Intensive care unit ECG monitoring
    • B. Goldstein. Intensive care unit ECG monitoring. Cardiac Electrophysiology Review, 1(3):308-310, 1997. ISSN 1385-2264. (Pubitemid 127503217)
    • (1997) Cardiac Electrophysiology Review , vol.1 , Issue.3 , pp. 308-310
    • Goldstein, B.1
  • 25
    • 0022929617 scopus 로고
    • Quantitative investigation of QRS detection rules using the MIT/BIH arrhythmia database
    • P.S. Hamilton and W.J. Tompkins. Quantitative investigation of QRS detection rules using the MIT/BIH arrhythmia database. IEEE Transactions on Biomedical Engineering, 33(12):1157-1165, 1986.
    • (1986) IEEE Transactions on Biomedical Engineering , vol.33 , Issue.12 , pp. 1157-1165
    • Hamilton, P.S.1    Tompkins, W.J.2
  • 28
    • 14844285758 scopus 로고    scopus 로고
    • Exact indexing of dynamic time warping
    • DOI 10.1007/s10115-004-0154-9
    • E. Keogh and C.A. Ratanamahatana. Exact indexing of dynamic time warping. Knowledge and Information Systems, 7(3):358-386, 2005. (Pubitemid 40347209)
    • (2005) Knowledge and Information Systems , vol.7 , Issue.3 , pp. 358-386
    • Keogh, E.1    Ratanamahatana, C.A.2
  • 30
    • 16444377933 scopus 로고    scopus 로고
    • Heart rate variability: Measurement and clinical utility
    • DOI 10.1111/j.1542-474X.2005.10101.x
    • R.E. Kleiger, P.K. Stein, and J.T. Bigger Jr. Heart rate variability: measurement and clinical utility. Annals of Noninvasive Electrocardiology, 10(1):88-101, 2005. ISSN 1542-474X. (Pubitemid 40476672)
    • (2005) Annals of Noninvasive Electrocardiology , vol.10 , Issue.1 , pp. 88-101
    • Kleiger, R.E.1    Stein, P.K.2    Bigger Jr., J.T.3
  • 31
    • 85115214750 scopus 로고
    • Hidden Markov models for labeled sequences
    • IEEE Computer Society Press
    • A. Krogh. Hidden Markov models for labeled sequences. In International Conference on Pattern Recognition, pages 140-144. IEEE Computer Society Press, 1994.
    • (1994) International Conference on Pattern Recognition , pp. 140-144
    • Krogh, A.1
  • 34
    • 65649111223 scopus 로고    scopus 로고
    • Risk stratification for sudden cardiac death: Current approaches and predictive value
    • G. Lopera and A.B. Curtis. Risk stratification for sudden cardiac death: current approaches and predictive value. Current Cardiology Reviews, 5:56-64, 2009.
    • (2009) Current Cardiology Reviews , vol.5 , pp. 56-64
    • Lopera, G.1    Curtis, A.B.2
  • 37
    • 35449007318 scopus 로고    scopus 로고
    • An efficient and accurate method for evaluating time series similarity
    • DOI 10.1145/1247480.1247544, SIGMOD 2007: Proceedings of the ACM SIGMOD International Conference on Management of Data
    • M.D. Morse and J.M. Patel. An efficient and accurate method for evaluating time series similarity. In ACM SIGMOD International Conference on Management of Data, pages 569-580. ACM, 2007. (Pubitemid 47630835)
    • (2007) Proceedings of the ACM SIGMOD International Conference on Management of Data , pp. 569-580
    • Morse, M.D.1    Patel, J.M.2
  • 38
    • 0019610376 scopus 로고
    • A comparative study of several dynamic time-warping algorithms for connected word recognition
    • CS Myers and LR Rabiner. A comparative study of several dynamic time-warping algorithms for connected word recognition. Bell Systems Technical Journal, 60(7):1389-1409, 1981.
    • (1981) Bell Systems Technical Journal , vol.60 , Issue.7 , pp. 1389-1409
    • Myers, C.S.1    Rabiner, L.R.2
  • 39
    • 0036090028 scopus 로고    scopus 로고
    • Modified moving average analysis of T-wave alternans to predict ventricular fibrillation with high accuracy
    • B. D. Nearing and R.L. Verrier. Modified moving average analysis of T-wave alternans to predict ventricular fibrillation with high accuracy. Journal of Applied Physiology, 92(2):541-549, 2002. (Pubitemid 34671018)
    • (2002) Journal of Applied Physiology , vol.92 , Issue.2 , pp. 541-549
    • Nearing, B.D.1    Verrier, R.L.2
  • 44
    • 0000487102 scopus 로고    scopus 로고
    • Estimating the support of a high-dimensional distribution
    • DOI 10.1162/089976601750264965
    • B. Scholkopf, J.C. Platt, J. Shawe-Taylor, A.J. Smola, and R.C. Williamson. Estimating the support of a high-dimensional distribution. Neural Computation, 13(7):1443-1471, 2001. (Pubitemid 33595028)
    • (2001) Neural Computation , vol.13 , Issue.7 , pp. 1443-1471
    • Scholkopf, B.1    Platt, J.C.2    Shawe-Taylor, J.3    Smola, A.J.4    Williamson, R.C.5
  • 46
    • 0023928342 scopus 로고
    • Electrical alternans and cardiac electrical instability
    • J.M. Smith, E.A. Clancy, C.R. Valeri, J.N. Ruskin, and R.J. Cohen. Electrical alternans and cardiac electrical instability. Circulation, 77(1): 110-121, 1988. (Pubitemid 18031007)
    • (1988) Circulation , vol.77 , Issue.1 , pp. 110-121
    • Smith, J.M.1    Clancy, E.A.2    Valeri, C.R.3    Ruskin, J.N.4    Cohen, R.J.5
  • 47
    • 33947123658 scopus 로고    scopus 로고
    • Clustering and symbolic analysis of cardiovascular signals: Discovery and visualization of medically relevant patterns in long-term data using limited prior knowledge
    • Z. Syed, J. Guttag, and C. Stultz. Clustering and symbolic analysis of cardiovascular signals: Discovery and visualization of medically relevant patterns in long-term data using limited prior knowledge. EURASIP Journal on Advances in Signal Processing, 2007:14, 2007.
    • (2007) EURASIP Journal on Advances in Signal Processing , vol.14 , pp. 2007
    • Syed, Z.1    Guttag, J.2    Stultz, C.3
  • 49
    • 33646008572 scopus 로고    scopus 로고
    • Appropriate kernel functions for support vector machine learning with sequences of symbolic data
    • B. Vanschoenwinkel and B. Manderick. Appropriate kernel functions for support vector machine learning with sequences of symbolic data. Lecture Notes in Computer Science, 3635/2005:256-280, 2005.
    • (2005) Lecture Notes in Computer Science , vol.3635 , Issue.2005 , pp. 256-280
    • Vanschoenwinkel, B.1    Manderick, B.2
  • 51
    • 84944178665 scopus 로고
    • Hierarchical grouping to optimize an objective function
    • J.H. Ward Jr. Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association, 58(301):236-244, 1963.
    • (1963) Journal of the American Statistical Association , vol.58 , Issue.301 , pp. 236-244
    • Ward Jr., J.H.1
  • 54
    • 4143054931 scopus 로고    scopus 로고
    • A robust open-source algorithm to detect onset and duration of QRS complexes
    • W. Zong, G.B. Moody, and D. Jiang. A robust open-source algorithm to detect onset and duration of QRS complexes. Computers in Cardiology, pages 737-740, 2003.
    • (2003) Computers in Cardiology , pp. 737-740
    • Zong, W.1    Moody, G.B.2    Jiang, D.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.