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Deep Learning Based Syndrome Diagnosis of Chronic Gastritis

In Traditional Chinese Medicine (TCM), most of the algorithms used to solve problems of syndrome diagnosis are superficial structure algorithms and not considering the cognitive perspective from the brain. However, in clinical practice, there is complex and nonlinear relationship between symptoms (s...

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Detalles Bibliográficos
Autores principales: Liu, Guo-Ping, Yan, Jian-Jun, Wang, Yi-Qin, Zheng, Wu, Zhong, Tao, Lu, Xiong, Qian, Peng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3966423/
https://www.ncbi.nlm.nih.gov/pubmed/24734118
http://dx.doi.org/10.1155/2014/938350
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author Liu, Guo-Ping
Yan, Jian-Jun
Wang, Yi-Qin
Zheng, Wu
Zhong, Tao
Lu, Xiong
Qian, Peng
author_facet Liu, Guo-Ping
Yan, Jian-Jun
Wang, Yi-Qin
Zheng, Wu
Zhong, Tao
Lu, Xiong
Qian, Peng
author_sort Liu, Guo-Ping
collection PubMed
description In Traditional Chinese Medicine (TCM), most of the algorithms used to solve problems of syndrome diagnosis are superficial structure algorithms and not considering the cognitive perspective from the brain. However, in clinical practice, there is complex and nonlinear relationship between symptoms (signs) and syndrome. So we employed deep leaning and multilabel learning to construct the syndrome diagnostic model for chronic gastritis (CG) in TCM. The results showed that deep learning could improve the accuracy of syndrome recognition. Moreover, the studies will provide a reference for constructing syndrome diagnostic models and guide clinical practice.
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spelling pubmed-39664232014-04-14 Deep Learning Based Syndrome Diagnosis of Chronic Gastritis Liu, Guo-Ping Yan, Jian-Jun Wang, Yi-Qin Zheng, Wu Zhong, Tao Lu, Xiong Qian, Peng Comput Math Methods Med Research Article In Traditional Chinese Medicine (TCM), most of the algorithms used to solve problems of syndrome diagnosis are superficial structure algorithms and not considering the cognitive perspective from the brain. However, in clinical practice, there is complex and nonlinear relationship between symptoms (signs) and syndrome. So we employed deep leaning and multilabel learning to construct the syndrome diagnostic model for chronic gastritis (CG) in TCM. The results showed that deep learning could improve the accuracy of syndrome recognition. Moreover, the studies will provide a reference for constructing syndrome diagnostic models and guide clinical practice. Hindawi Publishing Corporation 2014 2014-03-05 /pmc/articles/PMC3966423/ /pubmed/24734118 http://dx.doi.org/10.1155/2014/938350 Text en Copyright © 2014 Guo-Ping Liu et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Liu, Guo-Ping
Yan, Jian-Jun
Wang, Yi-Qin
Zheng, Wu
Zhong, Tao
Lu, Xiong
Qian, Peng
Deep Learning Based Syndrome Diagnosis of Chronic Gastritis
title Deep Learning Based Syndrome Diagnosis of Chronic Gastritis
title_full Deep Learning Based Syndrome Diagnosis of Chronic Gastritis
title_fullStr Deep Learning Based Syndrome Diagnosis of Chronic Gastritis
title_full_unstemmed Deep Learning Based Syndrome Diagnosis of Chronic Gastritis
title_short Deep Learning Based Syndrome Diagnosis of Chronic Gastritis
title_sort deep learning based syndrome diagnosis of chronic gastritis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3966423/
https://www.ncbi.nlm.nih.gov/pubmed/24734118
http://dx.doi.org/10.1155/2014/938350
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