Title :
Medical data mining model for oriental medicine via BYY Binary Independent Factor Analysis
Author :
Shim, Jeong-Yon ; Xu, Lei
Author_Institution :
Dept. of Comput. Software, YongIn SongDam Coll., KyeongKi, South Korea
Abstract :
Data mining model for an oriental medicine via BYY Binary Independent Factor Analysis was proposed. This model consists of a three layered structure that has two type learning algorithm in two steps. In the first step BYY harmony learning and model selection are provided for Binary Independent Factor Analysis on networks with one hidden layer binary units. In the second step, the supervised learning algorithm is provided. We develop an automatic oriental medical diagnostic system based on BYY Binary Independent Factor Analysis. Moreover, experiments are made on the application to the diagnostic problem of ´liver disease´ with the medical sampling data in the oriental medical diagnostic perspectives.
Keywords :
data mining; diagnostic expert systems; learning (artificial intelligence); medical diagnostic computing; medical expert systems; patient diagnosis; BYY Binary Independent Factor Analysis; Binary Independent Factor Analysis; diagnostic problem; hidden layer binary units; learning algorithm; medical data mining model; medical sampling data; model selection; oriental medicine; supervised learning algorithm; three layered structure; Biomedical engineering; Computer science; Covariance matrix; Data mining; Educational institutions; Medical diagnosis; Medical diagnostic imaging; Noise generators; Production; Software;
Conference_Titel :
Circuits and Systems, 2003. ISCAS '03. Proceedings of the 2003 International Symposium on
Print_ISBN :
0-7803-7761-3
DOI :
10.1109/ISCAS.2003.1206413
