机构:[1]Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou (510120), China广东省中医院[2]Guangdong Provincial Academy of Chinese Medical Science, Guangzhou (510120), China[3]College of Electronics & Information Engineering, Tongji University, Shanghai, (201804), China
To establish a Bayesian diagnosis model of TCM symptoms by using the hypertension epidemiological Syndrome databases. The Clementine 12.0 software is used to build the Tree Augmented Naive Bayes models, calculate the Bayesian conditional probability, and compare the forecast accuracy of the syndrome diagnosis model. The training sample had 384 cases and calculated 69 symptoms and signs, without prior knowledge, the prediction accuracy rate of the training model are 72.11%, and with the prior knowledge, the testing sample had 384 cases, the prediction accuracy rate of testing model is up to 78.55%. Through the sample study, Bayesian networks can improve the prediction accuracy; we can build a more accurate hypertension diagnosis model through the current work.
基金:
Guangdong Natural Science FoundationNational Natural Science Foundation of Guangdong Province [05004277]
语种:
外文
被引次数:
WOS:
第一作者:
第一作者机构:[1]Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou (510120), China[2]Guangdong Provincial Academy of Chinese Medical Science, Guangzhou (510120), China
通讯作者:
通讯机构:[1]Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou (510120), China[2]Guangdong Provincial Academy of Chinese Medical Science, Guangzhou (510120), China
推荐引用方式(GB/T 7714):
Ouyang Wen-wei,Lin Xiao-zhong,Ren Yi,et al.TCM Syndromes Diagnostic Model of hypertension : study based on Tree Augmented Naive Bayes[J].2011 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE WORKSHOPS.2011,834-837.doi:10.1109/BIBMW.2011.6112481.
APA:
Ouyang, Wen-wei,Lin, Xiao-zhong,Ren, Yi,Luo, Yi,Liu, Yun-tao...&Li, Guo-zheng.(2011).TCM Syndromes Diagnostic Model of hypertension : study based on Tree Augmented Naive Bayes.2011 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE WORKSHOPS,,
MLA:
Ouyang, Wen-wei,et al."TCM Syndromes Diagnostic Model of hypertension : study based on Tree Augmented Naive Bayes".2011 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE WORKSHOPS .(2011):834-837