DocumentCode
473723
Title
A new method of data preparation for cardiological decision support
Author
Mlynarski, R. ; Ilczuk, G. ; Wakulicz-Deja, A. ; Kargul, W.
Author_Institution
Dept. of Electrocardiology, Med. Univ. of Silesia, Katowice
fYear
2006
fDate
17-20 Sept. 2006
Firstpage
273
Lastpage
276
Abstract
There has been huge progress in the introduction of new digital methods, such as decision support, in cardiology. Data preparation is the most important and the most time-consuming part of the data mining process. We present a newly developed hierarchical method of text classification based on regular expressions. This method is the basis of our data mining system during the preprocessing stage to transform Latin-based free-text medical reports into a decision table. In this study we also compare the accuracy and scalability of our method with an approach based on dictionary phrases.
Keywords
biomedical engineering; cardiology; data mining; data preparation; decision support systems; decision tables; medical administrative data processing; medical computing; word processing; Latin based free text medical reports; cardiological decision support; data mining process; data mining system; data preparation method; decision table; hierarchical text classification; regular expressions; Artificial intelligence; Cardiology; Data analysis; Data mining; Data visualization; Dictionaries; Humans; Medical diagnostic imaging; Rough sets; Scalability;
fLanguage
English
Publisher
ieee
Conference_Titel
Computers in Cardiology, 2006
Conference_Location
Valencia
Print_ISBN
978-1-4244-2532-7
Type
conf
Filename
4511841
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