Applying rough set theory to multi stage medical diagnosing

Fundamenta Informaticae

Volumn 54, Issue 4, 2003, Pages 387-408

  Wakulicz Deja, Alicja ^a   Paszek, Piotr ^a  

^a UNIVERSITY OF SILESIA   (Poland)

Author keywords

Machine learning; Mitochondrial encephalomyopathies; Rough sets

Indexed keywords

DECISION MAKING; DECISION SUPPORT SYSTEMS; DIAGNOSIS; LEARNING SYSTEMS; PEDIATRICS;

INVASIVE DIAGNOSTIC METHODS;

ROUGH SET THEORY;

EID: 0038722908     PISSN: 01692968     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (32)

1. Barkovich, A.J.: Toxic and metabolic brain disorders. In: Pediatric Neuroimaging. Raven Press Ltd, New York, 1995, 55-105.
2. Chmielewski, M.R., Grzymała-Busse, J.W.: Global discretization of continuous attributes as preprocessing for machine learning. In T.Y. Lin and A.M. Wilderberger (eds.), Soft Computing, Simulation Councils, San Diego 1995, 294-297.
3. Clark, J.M., Marks, M.P., Adalsteinsson, E.: Clinical and pathologic correlation with MRI, xenon/CT, and MR spectoscopy, Neurology, 46, 1996, 223-227.
4. Eymard, B., Hauw, J.J.: Mitochondrial encephalomyopathies. Curr. Opin. Neural. Neurosurg., 5, 1992, 909-916.
5. Fayyad, U.M., Irani, K. B.: On the handling of continuous-valued attributes in decision tree generation. Machine Learning, 8, 1992, 87-102.
6. Grzymała-Busse, J.: Managing Uncertainty in Expert Systems. Kluwer Academic Publishers, 1991.
7. Grzymała-Busse, J.: Classification method in rule induction. Proc Intelligent Information Systems V, 1996, 120-126.
8. Grzymała-Busse, J.: A New Version of the Rule Induction System LERS. Fundamenta Informaticae, 31, 1997, 27-39.
9. Karczmarewicz, E.: Zaburzenia funkcjonowania łańcucha 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.
12. Krauze, M., Marszał, E., Emich-Widera, E.: Obraz rezonansu magnetycznego w diagnostyce schorzeń układu nerwowego u dzieci. Ann. Acad. Med. Siles., 1995, supl. 20, 29-35.
13. Marszał, E. (ed.): Leukodystrofie i inne choroby ośrodkowego układu nerwowego z uszkodzeniem istoty białej u dzieci i młodzieży. Śla̧ska 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.
22. Quinlan, R.: C4.5: Programs for machine Learning. Morgan Kaufmann, San Mateo, California 1993.
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., Grzymał-Busse, I: 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.