DocumentCode :
3613488
Title :
Searching for new patterns in cardiovascular data
Author :
V. Podgorelec;P. Kokol;M.M. Stiglic
Author_Institution :
FERI, Maribor Univ., Slovenia
fYear :
2002
fDate :
6/24/1905 12:00:00 AM
Firstpage :
111
Lastpage :
116
Abstract :
We study a new approach to rule induction from medical data sets with the help of physicians´ assessment of the progressing solution in order to find new patterns in the available data. A method for the automatic extraction of rules is presented which is based on the evolutionary induction of decision trees and on automatic programming. The method is applied to a cardiovascular database. Several sets of rules are induced upon different groups of attributes which may possibly reveal the presence of some specific cardiovascular problems in young patients. The obtained rules are assessed by a physician in order to evaluate the strength of the developed knowledge discovery method.
Keywords :
"Cardiology","Decision trees","Medical diagnostic imaging","Databases","Decision making","Classification tree analysis","Data mining","Induction generators","Education","Hospitals"
Publisher :
ieee
Conference_Titel :
Computer-Based Medical Systems, 2002. (CBMS 2002). Proceedings of the 15th IEEE Symposium on
ISSN :
1063-7125
Print_ISBN :
0-7695-1614-9
Type :
conf
DOI :
10.1109/CBMS.2002.1011363
Filename :
1011363
Link To Document :
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