New method of judging sub-health state based on rough sets and BP neural network

Bin Liu; Sen Lin Luo; Li Min Pan; Yun Jie Liu; Ming De Ye; Tie Mei Zhang

doi:10.1109/ICBECS.2010.5462524

New method of judging sub-health state based on rough sets and BP neural network

Bin Liu^*, Sen Lin Luo, Li Min Pan, Yun Jie Liu, Ming De Ye, Tie Mei Zhang

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (Scopus)

Abstract

We propose a new decision model for sub-health in this paper. Unlike traditional statistical analysis method, the model is built with rough sets and BP neural network with 18743 items of data owning 155 dimensions of attributes, we divide sub-health state into three different grade at first in order to reflect the precision of the model. The results of experiments show that the precision of judgment is 94.4% for male test data set and 96.53% for female. Besides these, the feedback strategy helps to improve the performance of the model.

Original language	English
Title of host publication	2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010
DOIs	https://doi.org/10.1109/ICBECS.2010.5462524
Publication status	Published - 2010
Event	2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010 - Wuhan, China Duration: 23 Apr 2010 → 25 Apr 2010

Publication series

Name	2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010

Conference

Conference	2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010
Country/Territory	China
City	Wuhan
Period	23/04/10 → 25/04/10

Keywords

BP neural network
Bioinformatics
Rough sets
Sub-health

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10.1109/ICBECS.2010.5462524

Cite this

Liu, B., Luo, S. L., Pan, L. M., Liu, Y. J., Ye, M. D., & Zhang, T. M. (2010). New method of judging sub-health state based on rough sets and BP neural network. In 2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010 Article 5462524 (2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010). https://doi.org/10.1109/ICBECS.2010.5462524

@inproceedings{618e4681b91e4625a3f2dc44b8596279,

title = "New method of judging sub-health state based on rough sets and BP neural network",

abstract = "We propose a new decision model for sub-health in this paper. Unlike traditional statistical analysis method, the model is built with rough sets and BP neural network with 18743 items of data owning 155 dimensions of attributes, we divide sub-health state into three different grade at first in order to reflect the precision of the model. The results of experiments show that the precision of judgment is 94.4% for male test data set and 96.53% for female. Besides these, the feedback strategy helps to improve the performance of the model.",

keywords = "BP neural network, Bioinformatics, Rough sets, Sub-health",

author = "Bin Liu and Luo, {Sen Lin} and Pan, {Li Min} and Liu, {Yun Jie} and Ye, {Ming De} and Zhang, {Tie Mei}",

year = "2010",

doi = "10.1109/ICBECS.2010.5462524",

language = "English",

isbn = "9781424453153",

series = "2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010",

booktitle = "2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010",

note = "2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010 ; Conference date: 23-04-2010 Through 25-04-2010",

}

Liu, B , Luo, SL, Pan, LM, Liu, YJ, Ye, MD & Zhang, TM 2010, New method of judging sub-health state based on rough sets and BP neural network. in 2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010., 5462524, 2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010, 2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010, Wuhan, China, 23/04/10. https://doi.org/10.1109/ICBECS.2010.5462524

New method of judging sub-health state based on rough sets and BP neural network. / Liu, Bin ; Luo, Sen Lin; Pan, Li Min et al.
2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010. 2010. 5462524 (2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - New method of judging sub-health state based on rough sets and BP neural network

AU - Liu, Bin

AU - Luo, Sen Lin

AU - Pan, Li Min

AU - Liu, Yun Jie

AU - Ye, Ming De

AU - Zhang, Tie Mei

PY - 2010

Y1 - 2010

N2 - We propose a new decision model for sub-health in this paper. Unlike traditional statistical analysis method, the model is built with rough sets and BP neural network with 18743 items of data owning 155 dimensions of attributes, we divide sub-health state into three different grade at first in order to reflect the precision of the model. The results of experiments show that the precision of judgment is 94.4% for male test data set and 96.53% for female. Besides these, the feedback strategy helps to improve the performance of the model.

AB - We propose a new decision model for sub-health in this paper. Unlike traditional statistical analysis method, the model is built with rough sets and BP neural network with 18743 items of data owning 155 dimensions of attributes, we divide sub-health state into three different grade at first in order to reflect the precision of the model. The results of experiments show that the precision of judgment is 94.4% for male test data set and 96.53% for female. Besides these, the feedback strategy helps to improve the performance of the model.

KW - BP neural network

KW - Bioinformatics

KW - Rough sets

KW - Sub-health

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U2 - 10.1109/ICBECS.2010.5462524

DO - 10.1109/ICBECS.2010.5462524

M3 - Conference contribution

AN - SCOPUS:77953307281

SN - 9781424453153

T3 - 2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010

BT - 2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010

T2 - 2010 International Conference on Biomedical Engineering and Computer Science, ICBECS 2010

Y2 - 23 April 2010 through 25 April 2010

ER -

New method of judging sub-health state based on rough sets and BP neural network

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