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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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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. |
format | Online Article Text |
id | pubmed-3966423 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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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