Abstract
This work presents, and exemplifies in the field of electrocardiographic (ECG) signal processing, aspects of the design of Knowledge-based Fuzzy Classifiers of signal events. These classifiers add schemes for the conversion of numerical and symbolic information, and a later knowledge based treatment of this information to the classical processes of numerical feature extraction. This way, a feature space made up of linguistic variables is defined. The classification of an event in this space is approached through a process of comparison with a series of prototypes acquired from the expert.
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Bibliography
Cabello D., Barro S., Salceda J.M., Ruiz R. and Mira J. (1990). “Fuzzy K-nearest neighbor classifiers for ventricular arrhythmia detection”. Int. J. Biomed. Comput. In Press.
Zadeh L.A. (1973). “Outline of a new approach to the analysis of complex systems and decision Processes”. IEEE Trans. on Systems, Man and Cybernetics, Vol. 3, No. 1, pp. 28–44.
Pucheu A., Lacroix H., Tonet J.L., Frank R., Fontaine G. and Grosgogeat Y. (1989). “Ventricular Arrhythmias”. In “Comprehensive Electrocardiology. Theory and Practice in Health and Disease”, Eds. Peter W. MacFarlane and T. D. Veitch Lawrie. Vol. II, Cap. 25, p. 966. Pergamon Press.
Buchanan B.G. and Shortliffe E.H. (1985). “Rule-based expert systems”. Addison Wesley.
Barro S., Ruiz R. and Mira J. (1990). “Fuzzy beat labeling for intelligent arrhythmia monitoring”, Comput. and Biomed. Research, 23, pp. 240–258.
Mann R. and Mira J. (1990). “On knowledge-based fuzzy classifiers: a medical case study”. In Press in a special number of Journal of Fuzzy Sets and Systems.
Togai M. and Watanabe H. (1986). “Expert system on a chip: an engine for real-time aproximate reasoning”. IEEE Expert Syst. Mag., Vol. 1, pp. 55–62.
Lim M.H. and Takefuji Y. (1990). “Implementing fuzzy rule-based systems on silicon chips”. IEEE EXPERT, February, pp. 31–45.
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© 1991 Springer-Verlag Berlin Heidelberg
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Barro, S., Ruiz, R., Marín, R., Presedo, J., Bugarín, A., Mira, J. (1991). Knowledge-Based Fuzzy Classification of Signal Events. In: Adlassnig, KP., Grabner, G., Bengtsson, S., Hansen, R. (eds) Medical Informatics Europe 1991. Lecture Notes in Medical Informatics, vol 45. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-93503-9_76
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DOI: https://doi.org/10.1007/978-3-642-93503-9_76
Publisher Name: Springer, Berlin, Heidelberg
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