TY - GEN
T1 - Diagnosis based on decision tree and discrimination analysis for chronic hepatitis B in TCM
AU - Chen, Xiaoyu
AU - Ma, Lizhuang
AU - Chu, Na
AU - Hu, Yiyang
PY - 2011
Y1 - 2011
N2 - Accurate discriminants of relationship between syndromes and syndrome information (symptoms, and lab indicators) are much desired in medical diagnosis applications. Although discriminants have been applied widely, the researches and applications of discriminant diagnosis model (DDT) are still blanks in diagnosis of chronic hepatitis B in traditional Chinese medicine (TCM). In this paper, a new discriminant diagnosis model constructed by attribute selection, decision tree C5.0 algorithm and discrimination analysis is proposed, which consists of two phases. One is attribute selection. The critical attributes are filtered out from the original attributes. The other is modeling phase to acquire discriminants between syndromes of chronic hepatitis B and syndrome information in TCM. From our experiments, combinations of TCM clinical symptoms and lab indicators are selected to provide formulas for syndrome differentiation of chronic hepatitis B in TCM from original 247 symptoms initially, and the model shows a better prospect for application in TCM diagnosis.
AB - Accurate discriminants of relationship between syndromes and syndrome information (symptoms, and lab indicators) are much desired in medical diagnosis applications. Although discriminants have been applied widely, the researches and applications of discriminant diagnosis model (DDT) are still blanks in diagnosis of chronic hepatitis B in traditional Chinese medicine (TCM). In this paper, a new discriminant diagnosis model constructed by attribute selection, decision tree C5.0 algorithm and discrimination analysis is proposed, which consists of two phases. One is attribute selection. The critical attributes are filtered out from the original attributes. The other is modeling phase to acquire discriminants between syndromes of chronic hepatitis B and syndrome information in TCM. From our experiments, combinations of TCM clinical symptoms and lab indicators are selected to provide formulas for syndrome differentiation of chronic hepatitis B in TCM from original 247 symptoms initially, and the model shows a better prospect for application in TCM diagnosis.
KW - attribute selection
KW - chronic hepatitis B
KW - decision tree
KW - discriminant diagnosis model
KW - traditional Chinese medicin
UR - https://www.scopus.com/pages/publications/84862921360
U2 - 10.1109/BIBMW.2011.6112478
DO - 10.1109/BIBMW.2011.6112478
M3 - 会议稿件
AN - SCOPUS:84862921360
SN - 9781457716133
T3 - 2011 IEEE International Conference on Bioinformatics and Biomedicine Workshops, BIBMW 2011
SP - 817
EP - 822
BT - 2011 IEEE International Conference on Bioinformatics and Biomedicine Workshops, BIBMW 2011
T2 - 2011 IEEE International Conference on Bioinformatics and Biomedicine Workshops, BIBMW 2011
Y2 - 12 November 2011 through 15 November 2011
ER -
