Application and Effect Comparison of PCA and PLSDA in TCM Constitution

Xie Fangrong; Zhou Xiaoyun; Han Liang; Shi Zhongfeng; Chen Guanhao; Huang Haiquan; Cheng Qi; Chen Ziqiang; Hu Jinyuan; Song Yuhong; Xu Shu

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Application and Effect Comparison of PCA and PLSDA in TCM Constitution

Xie Fangrong, Zhou Xiaoyun, Han Liang, Shi Zhongfeng, Chen Guanhao, Huang Haiquan, Cheng Qi, Chen Ziqiang, Hu Jinyuan, Song Yuhong, Xu Shu

Published in Asia-Pacific Journal of Computer Science and Technology (Volume 1, Issue 3)

Received: 15 November 2019 Accepted: 19 February 2020 Published: 16 March 2020

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Abstract

TCM constitution refers to the individual characteristics of the structure, function, and metabolism formed by the human body on the basis of innate endowments during the growth and development and aging of the day after tomorrow. In this study, 657 people from the community were randomly selected to complete the questionnaire of TCM constitution identification and score.Through the questionnaire, the scores of 9 different constitutions (yang-deficiency, yin-deficiency, qi-deficiency, phlegm-dampness, damp-heat, blood-stasis, characteristic, qi-stagnation and placid) were obtained, and the results of constitution classification were obtained.Then PCA and PLSDA were used to compare different TCM constitutions. PCA and PLSDA are commonly used dimensionality reduction tools, and are now mostly used in statistics, mathematics, and computer science. In this study, we will use PCA and PLSDA to compare different types of TCM constitutions, use PCA and PLSDA's dimensionality reduction ideas to combine different sample data, and to achieve normalized processing of data of different dimension units, so as to construct samples with better properties. Data to better classify different TCM constitutions. This study found that the physique of the peaceful population is very different from that of other constitutional populations. It also provides a scientific and reliable proof for the application of modern data to identify the constitution of traditional Chinese medicine.

Published in	Asia-Pacific Journal of Computer Science and Technology (Volume 1, Issue 3)
Page(s)	28-33
Creative Commons	This is an Open Access article, distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution and reproduction in any medium or format, provided the original work is properly cited.
Copyright	Copyright © The Author(s), 2020. Published by Science Publishing Group

Keywords

PCA, PLSDA, TCM Constitution

References

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[8]	张威威，李瑞敏，谢中教. 基于PCA-GBDT的城市道路旅行时间预测方法[J]. 公路工程,2017,42(06):6-11.
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APA Style

Xie Fangrong, Zhou Xiaoyun, Han Liang, Shi Zhongfeng, Chen Guanhao, et al. (2020). Application and Effect Comparison of PCA and PLSDA in TCM Constitution. Asia-Pacific Journal of Computer Science and Technology, 1(3), 28-33.

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ACS Style

Xie Fangrong; Zhou Xiaoyun; Han Liang; Shi Zhongfeng; Chen Guanhao, et al. Application and Effect Comparison of PCA and PLSDA in TCM Constitution. Asia-Pac. J. Comput. Sci. Technol. 2020, 1(3), 28-33.

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AMA Style

Xie Fangrong, Zhou Xiaoyun, Han Liang, Shi Zhongfeng, Chen Guanhao, et al. Application and Effect Comparison of PCA and PLSDA in TCM Constitution. Asia-Pac J Comput Sci Technol. 2020;1(3):28-33.

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@article{10044880,
  author = {Xie Fangrong and Zhou Xiaoyun and Han Liang and Shi Zhongfeng and Chen Guanhao and Huang Haiquan and Cheng Qi and Chen Ziqiang and Hu Jinyuan and Song Yuhong and Xu Shu},
  title = {Application and Effect Comparison of PCA and PLSDA in TCM Constitution},
  journal = {Asia-Pacific Journal of Computer Science and Technology},
  volume = {1},
  number = {3},
  pages = {28-33},
  url = {https://www.sciencepublishinggroup.com/article/10044880},
  abstract = {TCM constitution refers to the individual characteristics of the structure, function, and metabolism formed by the human body on the basis of innate endowments during the growth and development and aging of the day after tomorrow. In this study, 657 people from the community were randomly selected to complete the questionnaire of TCM constitution identification and score.Through the questionnaire, the scores of 9 different constitutions (yang-deficiency, yin-deficiency, qi-deficiency, phlegm-dampness, damp-heat, blood-stasis, characteristic, qi-stagnation and placid) were obtained, and the results of constitution classification were obtained.Then PCA and PLSDA were used to compare different TCM constitutions. PCA and PLSDA are commonly used dimensionality reduction tools, and are now mostly used in statistics, mathematics, and computer science. In this study, we will use PCA and PLSDA to compare different types of TCM constitutions, use PCA and PLSDA's dimensionality reduction ideas to combine different sample data, and to achieve normalized processing of data of different dimension units, so as to construct samples with better properties. Data to better classify different TCM constitutions. This study found that the physique of the peaceful population is very different from that of other constitutional populations. It also provides a scientific and reliable proof for the application of modern data to identify the constitution of traditional Chinese medicine.},
 year = {2020}
}

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TY  - JOUR
T1  - Application and Effect Comparison of PCA and PLSDA in TCM Constitution
AU  - Xie Fangrong
AU  - Zhou Xiaoyun
AU  - Han Liang
AU  - Shi Zhongfeng
AU  - Chen Guanhao
AU  - Huang Haiquan
AU  - Cheng Qi
AU  - Chen Ziqiang
AU  - Hu Jinyuan
AU  - Song Yuhong
AU  - Xu Shu
Y1  - 2020/03/16
PY  - 2020
T2  - Asia-Pacific Journal of Computer Science and Technology
JF  - Asia-Pacific Journal of Computer Science and Technology
JO  - Asia-Pacific Journal of Computer Science and Technology
SP  - 28
EP  - 33
PB  - Science Publishing Group
UR  - http://www.sciencepg.com/article/10044880
AB  - TCM constitution refers to the individual characteristics of the structure, function, and metabolism formed by the human body on the basis of innate endowments during the growth and development and aging of the day after tomorrow. In this study, 657 people from the community were randomly selected to complete the questionnaire of TCM constitution identification and score.Through the questionnaire, the scores of 9 different constitutions (yang-deficiency, yin-deficiency, qi-deficiency, phlegm-dampness, damp-heat, blood-stasis, characteristic, qi-stagnation and placid) were obtained, and the results of constitution classification were obtained.Then PCA and PLSDA were used to compare different TCM constitutions. PCA and PLSDA are commonly used dimensionality reduction tools, and are now mostly used in statistics, mathematics, and computer science. In this study, we will use PCA and PLSDA to compare different types of TCM constitutions, use PCA and PLSDA's dimensionality reduction ideas to combine different sample data, and to achieve normalized processing of data of different dimension units, so as to construct samples with better properties. Data to better classify different TCM constitutions. This study found that the physique of the peaceful population is very different from that of other constitutional populations. It also provides a scientific and reliable proof for the application of modern data to identify the constitution of traditional Chinese medicine.
VL  - 1
IS  - 3
ER  -

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Author Information

Xie Fangrong

First People's Hospital Affiliated to Guangzhou Medical University, Guangzhou, China
Zhou Xiaoyun

First People's Hospital Affiliated to Guangzhou Medical University, Guangzhou, China
Han Liang

Health departments,Guangdong Pharmaceutical University, Guangzhou, China
Shi Zhongfeng

Health departments,Guangdong Pharmaceutical University, Guangzhou, China
Chen Guanhao

Health departments,Guangdong Pharmaceutical University, Guangzhou, China
Huang Haiquan

Guangdong Yisheng Information Technology Co., Ltd., Guangzhou, China
Cheng Qi

Guangdong Yisheng Information Technology Co., Ltd., Guangzhou, China
Chen Ziqiang

Guangdong Yisheng Information Technology Co., Ltd., Guangzhou, China
Hu Jinyuan

Guangdong Shengshijianwang Health Management Co., Ltd., Guangzhou, China
Song Yuhong

First People's Hospital Affiliated to Guangzhou Medical University, Guangzhou, China
Xu Shu

Chinese Academy of Sciences University Shenzhen Hospital (Guangming), Shenzhen, China

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Plain Text BibTeX RIS

APA Style

Xie Fangrong, Zhou Xiaoyun, Han Liang, Shi Zhongfeng, Chen Guanhao, et al. (2020). Application and Effect Comparison of PCA and PLSDA in TCM Constitution. Asia-Pacific Journal of Computer Science and Technology, 1(3), 28-33.

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ACS Style

Xie Fangrong; Zhou Xiaoyun; Han Liang; Shi Zhongfeng; Chen Guanhao, et al. Application and Effect Comparison of PCA and PLSDA in TCM Constitution. Asia-Pac. J. Comput. Sci. Technol. 2020, 1(3), 28-33.

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AMA Style

Xie Fangrong, Zhou Xiaoyun, Han Liang, Shi Zhongfeng, Chen Guanhao, et al. Application and Effect Comparison of PCA and PLSDA in TCM Constitution. Asia-Pac J Comput Sci Technol. 2020;1(3):28-33.

Copy | Download

@article{10044880,
  author = {Xie Fangrong and Zhou Xiaoyun and Han Liang and Shi Zhongfeng and Chen Guanhao and Huang Haiquan and Cheng Qi and Chen Ziqiang and Hu Jinyuan and Song Yuhong and Xu Shu},
  title = {Application and Effect Comparison of PCA and PLSDA in TCM Constitution},
  journal = {Asia-Pacific Journal of Computer Science and Technology},
  volume = {1},
  number = {3},
  pages = {28-33},
  url = {https://www.sciencepublishinggroup.com/article/10044880},
  abstract = {TCM constitution refers to the individual characteristics of the structure, function, and metabolism formed by the human body on the basis of innate endowments during the growth and development and aging of the day after tomorrow. In this study, 657 people from the community were randomly selected to complete the questionnaire of TCM constitution identification and score.Through the questionnaire, the scores of 9 different constitutions (yang-deficiency, yin-deficiency, qi-deficiency, phlegm-dampness, damp-heat, blood-stasis, characteristic, qi-stagnation and placid) were obtained, and the results of constitution classification were obtained.Then PCA and PLSDA were used to compare different TCM constitutions. PCA and PLSDA are commonly used dimensionality reduction tools, and are now mostly used in statistics, mathematics, and computer science. In this study, we will use PCA and PLSDA to compare different types of TCM constitutions, use PCA and PLSDA's dimensionality reduction ideas to combine different sample data, and to achieve normalized processing of data of different dimension units, so as to construct samples with better properties. Data to better classify different TCM constitutions. This study found that the physique of the peaceful population is very different from that of other constitutional populations. It also provides a scientific and reliable proof for the application of modern data to identify the constitution of traditional Chinese medicine.},
 year = {2020}
}

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TY  - JOUR
T1  - Application and Effect Comparison of PCA and PLSDA in TCM Constitution
AU  - Xie Fangrong
AU  - Zhou Xiaoyun
AU  - Han Liang
AU  - Shi Zhongfeng
AU  - Chen Guanhao
AU  - Huang Haiquan
AU  - Cheng Qi
AU  - Chen Ziqiang
AU  - Hu Jinyuan
AU  - Song Yuhong
AU  - Xu Shu
Y1  - 2020/03/16
PY  - 2020
T2  - Asia-Pacific Journal of Computer Science and Technology
JF  - Asia-Pacific Journal of Computer Science and Technology
JO  - Asia-Pacific Journal of Computer Science and Technology
SP  - 28
EP  - 33
PB  - Science Publishing Group
UR  - http://www.sciencepg.com/article/10044880
AB  - TCM constitution refers to the individual characteristics of the structure, function, and metabolism formed by the human body on the basis of innate endowments during the growth and development and aging of the day after tomorrow. In this study, 657 people from the community were randomly selected to complete the questionnaire of TCM constitution identification and score.Through the questionnaire, the scores of 9 different constitutions (yang-deficiency, yin-deficiency, qi-deficiency, phlegm-dampness, damp-heat, blood-stasis, characteristic, qi-stagnation and placid) were obtained, and the results of constitution classification were obtained.Then PCA and PLSDA were used to compare different TCM constitutions. PCA and PLSDA are commonly used dimensionality reduction tools, and are now mostly used in statistics, mathematics, and computer science. In this study, we will use PCA and PLSDA to compare different types of TCM constitutions, use PCA and PLSDA's dimensionality reduction ideas to combine different sample data, and to achieve normalized processing of data of different dimension units, so as to construct samples with better properties. Data to better classify different TCM constitutions. This study found that the physique of the peaceful population is very different from that of other constitutional populations. It also provides a scientific and reliable proof for the application of modern data to identify the constitution of traditional Chinese medicine.
VL  - 1
IS  - 3
ER  -

Copy | Download