Research on Improved Depth Belief Network-Based Prediction of Cardiovascular Diseases
Joint Authors
Zhang, Hongpo
Lu, Peng
Guo, Saidi
Li, Qihang
Wang, Yuchen
Wang, Yingying
Qi, Lianxin
Source
Journal of Healthcare Engineering
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-05-09
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
Quantitative analysis and prediction can help to reduce the risk of cardiovascular disease.
Quantitative prediction based on traditional model has low accuracy.
The variance of model prediction based on shallow neural network is larger.
In this paper, cardiovascular disease prediction model based on improved deep belief network (DBN) is proposed.
Using the reconstruction error, the network depth is determined independently, and unsupervised training and supervised optimization are combined.
It ensures the accuracy of model prediction while guaranteeing stability.
Thirty experiments were performed independently on the Statlog (Heart) and Heart Disease Database data sets in the UCI database.
Experimental results showed that the mean of prediction accuracy was 91.26% and 89.78%, respectively.
The variance of prediction accuracy was 5.78 and 4.46, respectively.
American Psychological Association (APA)
Lu, Peng& Guo, Saidi& Zhang, Hongpo& Li, Qihang& Wang, Yuchen& Wang, Yingying…[et al.]. 2018. Research on Improved Depth Belief Network-Based Prediction of Cardiovascular Diseases. Journal of Healthcare Engineering،Vol. 2018, no. 2018, pp.1-9.
https://search.emarefa.net/detail/BIM-1191317
Modern Language Association (MLA)
Lu, Peng…[et al.]. Research on Improved Depth Belief Network-Based Prediction of Cardiovascular Diseases. Journal of Healthcare Engineering No. 2018 (2018), pp.1-9.
https://search.emarefa.net/detail/BIM-1191317
American Medical Association (AMA)
Lu, Peng& Guo, Saidi& Zhang, Hongpo& Li, Qihang& Wang, Yuchen& Wang, Yingying…[et al.]. Research on Improved Depth Belief Network-Based Prediction of Cardiovascular Diseases. Journal of Healthcare Engineering. 2018. Vol. 2018, no. 2018, pp.1-9.
https://search.emarefa.net/detail/BIM-1191317
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1191317