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Syntactic Pattern Recognition of the ECG

Published: 01 July 1990 Publication History

Abstract

An application of the syntactic method to electrocardiogram (ECG) pattern recognition and parameter measurement is presented. Solutions to the related problems of primitive pattern selection, primitive pattern extraction, linguistic representation, and pattern grammar formulation are given. Attribute grammars are used as the model for the pattern grammar because of their descriptive power, founded upon their ability to handle syntactic as well as semantic information. This approach has been implemented and the performance of the resultant system has been evaluated using an annotated standard ECG library.

References

[1]
{1} F. W. Stallmann and H. V. Pipberger, "Automatic recognition of electrocardiographic waves by digital computer," Circ. Res., vol. 9, pp. 1138-1143, 1961.
[2]
{2} J. L. Willems, "A review of computer ECG analysis: Time to evaluate and standardize," CRC Critical Rev. Med. Inform., vol. 1, no. 2, pp. 165-207, 1987.
[3]
{3} S. L. Horowitz, "Peak recognition in waveforms," in Syntactic Pattern Recognition Applications, K. S. Fu, Ed. Berlin: Springer-Verlag, 1977, pp. 31-49.
[4]
{4} G. Belforte, R. D. Mori, and F. Ferraris, "A contribution to the automatic processing of electrocardiograms using syntactic methods," IEEE Trans. Biomed. Eng., vol. BME-26, no. 3, pp. 125-136, Mar. 1979.
[5]
{5} J. K. Udupa and I. S. N. Murthy, "Syntactic approach to ECG rhythm analysis," IEEE Trans. Biomed. Eng., vol. BME-27, no. 7, pp. 370- 375, July 1980.
[6]
{6} G. Papakonstantinou, E. Skordalakis, and F. Gritzali, "An attribute grammar for QRS detection," Pattern Recogn., vol. 19, pp. 297- 303, 1986.
[7]
{7} K. P. Birman, "Rule-based learning for more accurate ECG analysis," IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-4, pp. 369-380, 1982.
[8]
{8} K. P. Birman, "Using SEEK for multichannel pattern recognition," Comput. Biomed. Res., vol. 16, pp. 311-333, 1983.
[9]
{9} T. Shibahara et al., "CCA: A knowledge based system with casual knowledge to diagnose rhythm disorders in the heart," in Proc. 4th CSCSI/SCEIO Conf., 1982, pp. 71-78.
[10]
{10} J. Mylopoulos et al., "Building knowledge-based systems: The PSN experience," Computer, pp. 83-89, Oct. 1983.
[11]
{11} E. Skordalakis, "Syntactic ECG processing: A review," Pattern Recogn. , vol. 19, no. 4, pp. 305-313, 1986.
[12]
{12} D. A. Coast, G. G. Cano, and S. A. Briller, "Computer identification of arrhythmias by syntactic pattern recognition," in Proc. 1984 Eng. Foundation Conf.: Computerized Interpretation of the ECG.
[13]
{13} G. Papakonstantinou and F. Gritzali, "Syntactic filtering of ECG waveforms, " Comput. Biomed. Res., vol. 14, pp. 158-167, 1981.
[14]
{14} E. Skordalakis, "Recognition of noisy peaks in ECG waveforms," Comput. Biomed. Res., vol. 17, pp. 208-221, 1984.
[15]
{15} E. Skordalakis and P. Trahanias, "Primitive pattern selection and extraction in ECG waveforms," in Proc. 8th Int. Conf. Pattern Recognition , IEEE Comput. Soc., 1986, pp. 380-382.
[16]
{16} K. S. Fu, Syntactic Pattern Recognition and Applications. Englewood Cliffs, NJ: Prentice-Hall, 1982.
[17]
{17} W. H. Tsai and K. S. Fu, "Attributed grammar-A tool for combining syntactic and statistical approaches to pattern recognition," IEEE Trans. Syst., Man, Cybern., vol. SMC-10, no. 12, pp. 873-885, 1980.
[18]
{18} K. S. Fu, "A step towards unification of syntactic and statistical pattern recognition," IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-5, no. 2, pp. 200-205, Mar. 1983.
[19]
{19} O. Pahlm and L. Sornmo, "Software QRS detection in ambulatory monitoring--A review," Med. Biol. Eng. Comput., vol. 22, pp. 289- 297, 1984.
[20]
{20} P. Trahanias, E. Skordalakis, and G. Papkonstantinou, "A syntactic method for the classification of the QRS patterns," Pattern Recogn. Lett., vol. 9, pp. 13-18, 1989.
[21]
{21} R. W. Floyd, "The syntax of programming languages-A survey," IEEE Trans. Electron. Comput., vol. EC 13, no. 4, pp. 346-353, Aug. 1964.
[22]
{22} J. L. Willems et al., "Establishment of a reference library for evaluating computer ECG measurement programs," Comput. Biomed. Res., vol. 18, pp. 439-457, 1985.
[23]
{23} The CSE Working Party, "Recommendations for measurement standards in quantitative electrocardiography," European Heart J., vol. 6, pp. 815-825, 1985.
[24]
{24} J. L. Willems et al., "Assessment of the performance of electrocardiographic computer programs with the use of a reference data base," Circulation. vol. 71, no. 3, pp. 523-534, 1985.

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  • (2022)An Ontology driven model for detection and classification of cardiac arrhythmias using ECG dataJournal of Intelligent Information Systems10.1007/s10844-021-00685-258:2(405-431)Online publication date: 1-Apr-2022
  • (2022)Artificial intelligence methods for analysis of electrocardiogram signals for cardiac abnormalities: state-of-the-art and future challengesArtificial Intelligence Review10.1007/s10462-021-09999-755:2(1519-1565)Online publication date: 1-Feb-2022
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Published In

cover image IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence  Volume 12, Issue 7
July 1990
116 pages

Publisher

IEEE Computer Society

United States

Publication History

Published: 01 July 1990

Author Tags

  1. ECG
  2. attribute grammars
  3. computational linguistics
  4. computerised pattern recognition
  5. electrocardiogram
  6. electrocardiography
  7. grammars
  8. linguistic representation
  9. medical diagnostic computing
  10. parameter measurement
  11. pattern recognition
  12. semantic information
  13. syntactic method

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  • (2024)Multi-Derivational Parsing of Vague Languages— The New Paradigm of Syntactic Pattern RecognitionIEEE Transactions on Pattern Analysis and Machine Intelligence10.1109/TPAMI.2024.336724546:8(5677-5691)Online publication date: 1-Aug-2024
  • (2022)An Ontology driven model for detection and classification of cardiac arrhythmias using ECG dataJournal of Intelligent Information Systems10.1007/s10844-021-00685-258:2(405-431)Online publication date: 1-Apr-2022
  • (2022)Artificial intelligence methods for analysis of electrocardiogram signals for cardiac abnormalities: state-of-the-art and future challengesArtificial Intelligence Review10.1007/s10462-021-09999-755:2(1519-1565)Online publication date: 1-Feb-2022
  • (2019)Computer-aided Arrhythmia Diagnosis with Bio-signal ProcessingACM Computing Surveys10.1145/329771152:2(1-37)Online publication date: 27-Mar-2019
  • (2017)Syntactic pattern recognition of car driving behavior detectionProceedings of the 11th International Conference on Ubiquitous Information Management and Communication10.1145/3022227.3022303(1-6)Online publication date: 5-Jan-2017
  • (2014)Sequential beat-to-beat P and T wave delineation and waveform estimation in ECG signalsSignal Processing10.1016/j.sigpro.2014.03.011104(174-187)Online publication date: 1-Nov-2014
  • (2012)Efficient buffer management for piecewise linear representation of multiple data streamsProceedings of the 21st ACM international conference on Information and knowledge management10.1145/2396761.2398584(2114-2118)Online publication date: 29-Oct-2012
  • (2011)On the complexity of regular-grammars with integer attributesJournal of Computer and System Sciences10.1016/j.jcss.2010.05.00677:2(393-421)Online publication date: 1-Mar-2011
  • (2010)A new method for ECG signal feature extractionProceedings of the 2010 international conference on Computer vision and graphics: Part II10.5555/1894615.1894657(334-341)Online publication date: 20-Sep-2010
  • (2010)Early warning of cardiac problems in a crowdProceedings of the 4th KES international conference on Agent and multi-agent systems: technologies and applications, Part II10.5555/1883891.1883919(220-228)Online publication date: 23-Jun-2010
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