ZHANG Tingting,WANG Yaqiang,JIANG Yining,et al.Challenges and Ideas in Constructing an Interpretative System for Syndrome Differentiation in Traditional Chinese Medicine[J].Journal of Traditional Chinese Medicine,2024,65(05):445-448.
ZHANG Tingting,WANG Yaqiang,JIANG Yining,et al.Challenges and Ideas in Constructing an Interpretative System for Syndrome Differentiation in Traditional Chinese Medicine[J].Journal of Traditional Chinese Medicine,2024,65(05):445-448.DOI: 10.13288/j.11-2166/r.2024.05.001.
Challenges and Ideas in Constructing an Interpretative System for Syndrome Differentiation in Traditional Chinese Medicine
Interpretation of syndrome differentiation is a necessary topic for the research on intelligent syndrome differentiation. The syndrome differentiation system of traditional Chinese medicine (TCM) is huge, with diverse and interrelated interpretations, and non-standardized linguistic expressions, while detailed interpretations involve complex basic theories and literature of TCM, resulting in a challenging organization of the system. From the perspective of text mining, this article analyzed the limitations of existing intelligent syndrome differentiation research, clarified the importance and necessity of constructing a syndrome differentiation interpretation system, and proposed the idea of constructing an interpretation system including conceptual system, logical system, evaluation system, and visualization presentation. Future research can continue to refine the structure, logical and semantic relationships, as well as evaluation methods of the interpretation system based on this ideas, present concrete examples, and build the interpretation corpus by utilizing various data sources such as textbooks, medical records, medical discourse, and papers, to provide technicians with standard reference and data support for TCM syndrome differentiation interpretation.
LECUN Y , BENGIO Y , HINTON G . Deep learning [J]. Nature , 2015 , 521 ( 7553 ): 436 - 444 .
PANTELIS L , VASILIS P , SOTIRIS K . Explainable AI: a review of machine learning interpretability methods [J]. Entropy (Basel) , 2020 , 23 ( 1 ): 2 - 45 .
GUNNING D , AHA DW . DARPA's explainable artificial intelligence program [J]. Ai Magazine , 2019 , 40 ( 2 ): 44 - 58 .
GUIDOTTI R , MONREALE A , RUGGIERI S , et al . A survey of methods for explaining black box models [J]. ACM Comput Surv , 2018 , 51 ( 5 ): 1 - 42 .
ADADI A , BERRADA M . Peeking inside the black-box: a survey on explainable artificial intelligence (XAI) [J]. IEEE Access , 2018 , 6 : 52138 - 52160 . doi: 10.1109/ACCESS.2018.2870052 http://dx.doi.org/10.1109/ACCESS.2018.2870052 .
ZHANG H , NI W , LI J , et al . Artificial intelligence-based traditional chinese medicine assistive diagnostic system: Validation study [J]. JMIR Med Inf , 2020 , 8 ( 6 ): e17608 .
ZHAO K , SHI N , SA Z , et al . Text mining and analysis of treatise on febrile diseases based on natural language processing [J]. WJTCM , 2020 , 6 ( 1 ): 67 - 73 .
HAO T , HUANG Z , LIANG L , et al . Health natural language processing: methodology development and applications [J]. JMIR Med Inf , 2021 , 9 ( 10 ): e23898 .
ZHANG T , LIU M , LIU W . The causality research between syndrome elements by attribute topology [J]. Comput Math Method M , 2018 , 2018 : 1 - 12 . doi: org/10.1155/2018/9707581 http://dx.doi.org/org/10.1155/2018/9707581 .
XU Q , GUO Q , WANG C , et al . Network differentiation: a computational method of pathogenesis diagnosis in traditional Chinese medicine based on systems science [J]. Artif Intell Med , 2021 , 118 : 102134 . doi: org/10. 1016/j.artmed.2021.102134 http://dx.doi.org/org/10.1016/j.artmed.2021.102134 .
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