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Applying Rough Set Theory to Multi Stage Medical Diagnosing

Wybrane pełne teksty z tego czasopisma
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Języki publikacji
EN
Abstrakty
EN
The work contains an example of application of Rough Set Theory to decision making - diagnosing Mitochondrial Encephalomyopathies (MEM) for children. The resulting decision support system maximally limits the indications for invasive diagnostic methods (puncture, muscle and/or nerve specimens). Moreover, it shortens the time necessary for making diagnosis. The system has been developed on the basis of data obtained from the II Clinic Department of Pediatrics of the Silesian Academy of Medicine (further referred to as the Clinic of Pediatrics).
Wydawca
Rocznik
Strony
387--408
Opis fizyczny
tab., bibliogr. 32 poz.
Twórcy
autor
Bibliografia
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  • [9] Karczmarewicz, E.: Zaburzenia funkcjonowania ła´ncucha oddechowego w cytopatiach mitochondrialnych. Klinika, 14 (10), 1993, 37-40.
  • [10] Kobayashi, M., Morishita, H.: Two cases of NAHD-coenzyme reductase deficiency: Relationship to MELAS syndrome. J. Pediatrics, 110 (2), 1987, 223-227.
  • [11] Kowalski, H., Sidarczuk, A., Sijka, S.: Fizyczne podstawy tomografii Mr. Rez. Magn. Med., 1, 1993, 9-18.
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  • [13] Marszał, E. (ed.): Leukodystrofie i inne choroby o´srodkowego układu nerwowego z uszkodzeniem istoty białej u dzieci i młodzie˙zy. ´Sla¸ska Akademia Medyczna, 1998.
  • [14] Marszał-Paszek, B., Paszek, P., Wakulicz-Deja, A.: Applying Rough Sets to diagnose in Children’s Neurology. Sixth International Conference Information Processing and Management of Uncertainty in Knowledge-Base System, Granada, Spain, 1996, Vol. 3, 1463-1468
  • [15] Matthews, P.M., Anderman, F., Silver, K., Karpati, G., Arnold, D.L.: Proton MR spectroscopic characterization of differences in regional brain metabolic abnormalities in mitochondrial encefalomyopathies. Neurology, 43 (12), 1993, 2484-2490.
  • [16] Michalski, R., Mozetic, I., Hong, J., Lavrac, N.: The multi-purpose incremental learning system AQ 15 and testing application to three medial domains. The 5th nat. Conf. on AI, USA, 1986, 1041-1045.
  • [17] Nelson, I., Bonne, G., Degoult, F.: Kearns-Sayre Syndrome with Sidoroblastic Anemia: Molecular Investigations. Neuropediatrics, 23, 1992, 199-205.
  • [18] Paszek, P., Wakulicz-Deja, A.: Optimalization Diagnose in Progressive Encephalopathy Applying the Rough Set Theory. Four European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, 1996, Vol. 1, 192-196.
  • [19] Paszek, P., Wakulicz-Deja, A.: Optimalization on Decision Problems on Medical Knowledge Bases. 5th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, 1997, Vol. 1, 203-206.
  • [20] Pawlak, Z.: Rough Sets: Theoretical Aspects of Reasoning about Data. Dordecht: Kluwer 1991.
  • [21] Pawlak, Z., Skowron, A.: A Rough Set approach to decision rules generation. ICS Research Report 23/93, Warsaw University of Technology 1993.
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  • [23] Robinson, B.H., De Meirleir, L., Glerum, M., Sherwood, G.: Clinical presentation of mitochondrial respiratory chain defects in NAHD-coenzyme Q eductase and cytochrome oxidase: Clues to pathogenesis of Leigh disease. J. Pediatrics, 110, 1987, 216-222.
  • [24] Skowron, A., Grzymała-Busse, J.: From the Rough Set Theory to the Evidence Theory. In R.R. Yager, M. Fedrizzi, J. Kacprzyk (eds.), Advances in the Dempster-Shafer Theory of Evidence. New York: Wiley, 1994, 193-236.
  • [25] Skowron, A., Rauszer, G.: The discernibility matrices and functions in information systems. In R. Słowiński (ed.), In intelligent decision support. Handbook of Applications and Advances of the Rough Sets Theory. Kluwer Academic Publishers, 1992, 331-336.
  • [26] Słapa, R.Z.: Zastosowanie kliniczne spektroskopii rezonansu magnetycznego. Rez. Mag. Med., 1, 1993, 25-30.
  • [27] Tulinius, M.H., Holme, E., Kristianson, B.: Mitochondrial encephalomyopathies in childhood: 1. Biochemical and morphologic investigations. J. Pediatrics, 119, 1991, 242-250.
  • [28] Tulinius, M.H., Holme, E., Kristianson, B.: Mitochondrial encephalomyopathies in childhood: 2. Clinical manifestation and syndromes. J. Pediatrics, 119, 1991, 251-259.
  • [29] Uvebrant, P., Lanneskog, K., Hagberg, B.: The Epidiemiology of Progressive Encephalopathies in Childhood. I Live Birth Prevalence in West Sweden, Neuropediatrics, 23, 1992, 209-211.
  • [30] Wakulicz-Deja, A., Paszek, P.: Diagnose Progressive Encephalopathy Applying the Rough Set Theory. International Journal of Medical Informatics, 46, 1997, 119-127.
  • [31] Wakulicz-Deja, A., Boryczka, M., Paszek, P.: Discretization of continuous attributes on Decision System in Mitochondrial Encephalomyopathies. LNCS 1424, Springer-Verlag, Berlin, 1998, 483-490.
  • [32] Wong, A.K.C., Chiu, D.K.Y.: Synthesizing statistical knowledge from incomplete mixed-mode data. IEEE Transaction on Pattern Analysis and Machine Intelligence, 9, 1987, 796-805.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BUS2-0004-0099
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