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
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;
Conference_Titel :
Complex Medical Engineering (CME), 2013 ICME International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-2970-5
DOI :
10.1109/ICCME.2013.6548219