Comparability and usefulness of newer and classical data analysis techniques. Application in medical domain classification
作者： Ewa Krusińska , Jerzy Stefanowski , Jan-Erik Strömberg
DOI: 10.1007/978-3-642-51175-2_75
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摘要: In the present paper three different approaches to classification of objects between several a priori known, distinct classes are compared. These are: rough sets, DISQUAL method as well and regression trees (CART). A common set medical data forms basis for comparison. AU methods allow mixture continuous discrete attributes on input via discretization ones. The latter is done automatically in CART but should be given two others. Thus sensitivity changes also studied.
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sci-hub.st 参考文章(24)
Jerzy Stefanowski, Classification Support Based on the Rough Sets Theory Lecture Notes in Economics and Mathematical Systems. pp. 185- 192 ,(1993) , 10.1007/978-3-662-22587-5_17
R. Tomassone, Discrimination et classement Masson. ,(1988)
Krzysztof Sŀowiński, Roman Sŀowiński, Sensitivity analysis of rough classification International Journal of Human-computer Studies \/ International Journal of Man-machine Studies. ,vol. 32, pp. 693- 705 ,(1990) , 10.1016/S0020-7373(05)80108-7
Ivan Bratko, Igor Kononenko, Bojan Cestnik, ASSISTANT 86: a knowledge-elicitation tool for sophisticated users EWSL'87 Proceedings of the 2nd European Conference on European Working Session on Learning. pp. 31- 45 ,(1987)
Roman Słowiński, Jerzy Stefanowski, ‘Roughdas’ and ‘Roughclass’ Software Implementations of the Rough Sets Approach Intelligent Decision Support. pp. 445- 456 ,(1992) , 10.1007/978-94-015-7975-9_27
Andrzej Wierzbicki, Jaap Wessels, User-oriented methodology and techniques of decision analysis and support : proceedings of the international IIASA workshop held in Serock, Poland, September 9-13, 1991 Lecture Notes in Economics and Mathematical Systems. ,vol. 397, ,(1993)
Zdzisław Pawlak, Krzysztof Słowiński, Roman Słowiński, Jan Fibak, Rough sets based decision algorithm for treatment of duodenal ulcer by HSV ,(1987)
Ewa Krusińska, Ankica Babic, Roman Słowiński, Jerzy Stefanowski, Comparison of the Rough Sets Approach and Probabilistic Data Analysis Techniques on a Common Set of Medical Data Intelligent Decision Support. pp. 251- 265 ,(1992) , 10.1007/978-94-015-7975-9_16
Jerzy W. Grzymala-Busse, LERS-A System for Learning from Examples Based on Rough Sets Intelligent Decision Support. pp. 3- 18 ,(1992) , 10.1007/978-94-015-7975-9_1
Roman Slowinski, Intelligent Decision Support: Handbook of Applications and Advances of the Rough Sets Theory Kluwer Academic Publishers. ,(1992)