Title :
Classification of Acceleration Plethysmogram Using Self-Organizing Map
Author :
Nousou, Nobuaki ; Urase, Shinya ; Maniwa, Yoshio ; FujiMura, Kikuo ; Fukui, Yutaka
Author_Institution :
Tottori Univ., Tottri
Abstract :
The purpose of this research is to develop a diagnosis assistance system with a light load to the testee. This system uses fingertip acceleration plethysmogram that can be measured in a short time and reproduces the diagnosis by using self-organizing map "SOM". A new wave adjustment method of the pulse is introduced to make the classification more useful and visible than conventional. As a result a compact, first and easy to use device that measures acceleration plethysmogram has been developed. Classification and visualization by SOM offers a similar diagnosis that usually a physician gives from his knowledge and experience.
Keywords :
biology computing; diagnostic expert systems; plethysmography; self-organising feature maps; acceleration plethysmogram classification; acceleration plethysmogram visualization; diagnosis assistance system; self-organizing map; wave adjustment method; Acceleration; Accelerometers; Blood vessels; Diseases; Electronic mail; Fingers; Hemorrhaging; Hospitals; Self organizing feature maps; System testing;
Conference_Titel :
Intelligent Signal Processing and Communications, 2006. ISPACS '06. International Symposium on
Conference_Location :
Yonago
Print_ISBN :
0-7803-9732-0
Electronic_ISBN :
0-7803-9733-9
DOI :
10.1109/ISPACS.2006.364747