计算机科学与探索2025,Vol.19Issue(6):1455-1475,21.DOI:10.3778/j.issn.1673-9418.2406102
中医体质智能辨识方法的研究综述
Survey on Intelligent Identification of Constitution in Traditional Chinese Medicine
摘要
Abstract
Traditional Chinese medicine(TCM)has thousands of years of experience in preventing diseases,while TCM constitution,as an important part of TCM,is closely related to individual health and thus plays an important role in dis-ease prevention and treatment.In recent years,the rapid development of information technology and artificial intelligence has promoted the widespread application of numerous intelligent technologies in the field of TCM constitution recogni-tion.These technologies not only make the traditional TCM constitution identification process more scientific and system-atic,but also provide strong technical support for the modernization of TCM and personalized medicine,aiming to further improve the accuracy and efficiency of TCM constitution identification.In order to promote the research work on intelli-gent identification of TCM constitution,the research progress of its method is sorted out and summarized.Firstly,a sys-tematic overview of the data analysis-based methods of constitution identification is made from the data level.Secondly,the traditional machine learning-based methods of constitution identification are reviewed and discussed,and compared from the perspective of classifiers.Lastly,the deep learning-based methods of constitution identification are elaborated and categorized into early neural networks,convolutional neural networks,hybrid networks,and other methods from the perspective of network architectures.For each of these three methods,they are analyzed according to their research methods and results,their advantages and limitations are compared,and the potential development trends in future research work are discussed.关键词
中医体质/体质辨识/机器学习/深度学习Key words
traditional Chinese medicine constitution/body constitution identification/machine learning/deep learning分类
计算机与自动化引用本文复制引用
梁洁欣,冯跃,李健忠,陈涛,林卓胜,何盈,王松柏..中医体质智能辨识方法的研究综述[J].计算机科学与探索,2025,19(6):1455-1475,21.基金项目
广东省普通高校重点领域专项(2021ZDZX1032) (2021ZDZX1032)
广东省国际及港澳台高端人才交流专项(2020A1313030021) (2020A1313030021)
五邑大学科研项目(2018GR003) (2018GR003)
江门市社会发展领域科技计划项目. This work was supported by the Basic Research Key Project in General Colleges and Universities of Guangdong Province(2021ZDZX1032),the International and Hong Kong-Macao-Taiwan High-End Talent Exchange Special Program of Guangdong Province(2020A1313030021),the Scientific Research Project of Wuyi University(2018GR003),and the Science and Technology Plan Project in Social Development Field of Jiangmen City. (2021ZDZX1032)