Literature DB >> 27346124

[Using the Tabu-search-algorithm-based Bayesian network to analyze the risk factors of coronary heart diseases].

Z Wei1, X L Zhang2, H X Rao1, H F Wang1, X Wang1, L X Qiu1.   

Abstract

Under the available data gathered from a coronary study questionnaires with 10 792 cases, this article constructs a Bayesian network model based on the tabu search algorithm and calculates the conditional probability of each node, using the Maximum-likelihood. Pros and cons of the Bayesian network model are evaluated to compare against the logistic regression model in the analysis of coronary factors. Applicability of this network model in clinical study is also investigated. Results show that Bayesian network model can reveal the complex correlations among influencing factors on the coronary and the relationship with coronary heart diseases. Bayesian network model seems promising and more practical than the logistic regression model in analyzing the influencing factors of coronary heart disease.

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Year:  2016        PMID: 27346124     DOI: 10.3760/cma.j.issn.0254-6450.2016.06.031

Source DB:  PubMed          Journal:  Zhonghua Liu Xing Bing Xue Za Zhi        ISSN: 0254-6450


  4 in total

1.  Exploring influencing factors of chronic obstructive pulmonary disease based on elastic net and Bayesian network.

Authors:  Dichen Quan; Jiahui Ren; Hao Ren; Liqin Linghu; Xuchun Wang; Meichen Li; Yuchao Qiao; Zeping Ren; Lixia Qiu
Journal:  Sci Rep       Date:  2022-05-09       Impact factor: 4.996

2.  Prevalence of hyperlipidemia in Shanxi Province, China and application of Bayesian networks to analyse its related factors.

Authors:  Jinhua Pan; Zeping Ren; Wenhan Li; Zhen Wei; Huaxiang Rao; Hao Ren; Zhuang Zhang; Weimei Song; Yuling He; Chenglian Li; Xiaojuan Yang; LiMin Chen; Lixia Qiu
Journal:  Sci Rep       Date:  2018-02-28       Impact factor: 4.379

3.  Using Bayesian networks with Max-Min Hill-Climbing algorithm to detect factors related to multimorbidity.

Authors:  Wenzhu Song; Hao Gong; Qili Wang; Lijuan Zhang; Lixia Qiu; Xueli Hu; Huimin Han; Yaheng Li; Rongshan Li; Yafeng Li
Journal:  Front Cardiovasc Med       Date:  2022-08-30

4.  Application of a novel hybrid algorithm of Bayesian network in the study of hyperlipidemia related factors: a cross-sectional study.

Authors:  Xuchun Wang; Jinhua Pan; Zeping Ren; Mengmeng Zhai; Zhuang Zhang; Hao Ren; Weimei Song; Yuling He; Chenglian Li; Xiaojuan Yang; Meichen Li; Dichen Quan; Limin Chen; Lixia Qiu
Journal:  BMC Public Health       Date:  2021-07-12       Impact factor: 3.295

  4 in total

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