Title :
Cluster analysis of treatment processes based on the typicalness measure for building clinical pathways
Author :
Hirano, Shoji ; Tsumoto, Shusaku
Author_Institution :
Dept. of Med. Inf., Shimane Univ., Izumo, Japan
Abstract :
This paper presents a typicalness-based cluster analysis scheme for discovering groups of treatment processes that may constitute building blocks for clinical pathways. Experimental results on an otorhinolaryngologic disease dataset demonstrate that the method is capable of producing clusters that reflect differences of treatment processes induced by the differences of operation dates without a priori information about operation.
Keywords :
diseases; medical administrative data processing; patient treatment; pattern clustering; clinical pathways; cluster analysis; operation dates; otorhinolaryngologic disease dataset; treatment process; typicalness measure; Buildings; Diseases; Educational institutions; Hospitals; Indexes; Informatics; Surgery;
Conference_Titel :
Bioinformatics and Biomedicine (BIBM), 2013 IEEE International Conference on
Conference_Location :
Shanghai
DOI :
10.1109/BIBM.2013.6732596