DocumentCode :
2473656
Title :
Data-oriented maintenance of clinical pathway using clustering and multidimensional scaling
Author :
Tsumoto, Shusaku ; Hirano, Shoji ; Iwata, Haruko
Author_Institution :
Dept. of Med. Inf., Shimane Univ., Izumo, Japan
fYear :
2012
fDate :
14-17 Oct. 2012
Firstpage :
2596
Lastpage :
2600
Abstract :
Since hospital data include temporal trends of clinical symptoms and medical services, we can discover not only knowledge about temporal evolution of disease, but also one about medical practice from hospital information system, which will lead to data-oriented hospital management. This paper proposes temporal data mining process and applied the method to construction and revision of clinincal pathway by using temporal knowledge obtained from data. The results show that the reuse of stored data will give a powerful tool for maintenance and construction of clinincal pathway, which can be viewed as dataorientd management of nursing schedule.
Keywords :
data mining; medical information systems; clinical pathway; clinical symptoms; clinincal pathway; clustering; data-orientd management; data-oriented hospital management; data-oriented maintenance; hospital data; hospital information system; medical practice; medical services; multidimensional scaling; nursing schedule; stored data reuse; temporal data mining; temporal evolution; temporal knowledge; Data mining; Diseases; Educational institutions; Hospitals; Information systems; Pain; Clustering; Decision Tree; Hospital Information System; Multidimensional Scaling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2012 IEEE International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-4673-1713-9
Electronic_ISBN :
978-1-4673-1712-2
Type :
conf
DOI :
10.1109/ICSMC.2012.6378137
Filename :
6378137
Link To Document :
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