DocumentCode
612346
Title
Maintenance of nursing care plan using similarity-based data mining methods
Author
Iwata, Hiroshi ; Tsumoto, Shusaku ; Hirano, Shoji
Author_Institution
Div. of Nursing, Shimane Univ. Hosp., Izumo, Japan
fYear
2013
fDate
25-28 May 2013
Firstpage
97
Lastpage
102
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 clinical pathway, which can be viewed as data-oriented management of nursing schedule.
Keywords
data mining; decision trees; diseases; health care; hospitals; medical information systems; patient care; clinical pathway construction; clinical pathway revision; clinical symptoms; data-oriented hospital management; decision tree; hospital data; hospital information system; medical services; nursing care plan maintenance; nursing schedule; similarity-based data mining methods; temporal data mining process; temporal disease evolution; Data mining; Diseases; History; Hospitals; Information systems; Pain; Clustering; Decision Tree; Hospital Information System; Multidimensional Scaling;
fLanguage
English
Publisher
ieee
Conference_Titel
Complex Medical Engineering (CME), 2013 ICME International Conference on
Conference_Location
Beijing
Print_ISBN
978-1-4673-2970-5
Type
conf
DOI
10.1109/ICCME.2013.6548219
Filename
6548219
Link To Document