Apply Grey System Theory in the Weighting Analysis of Influence Factor for Liver Function

IF 1 4区 工程技术 Q4 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
Bih-Yun Lee, Kun-Li Wen
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引用次数: 0

Abstract

According to the recent reports from the Department of Health, the liver disease becomes the first diseases in Taiwan. Hence, the paper mainly does an in-depth analysis on liver function diagnosis, and combines medical analysis with soft computing as our research kernel. Firstly, we select five influence factors according to the current medical analysis, in order to explore the nature of each factor, the expected input data is over 300 cases. Secondly, we make use of Nagai's method in grey system theory to convert a subjective judgment into an objective way of quantitative value, and get the mean as the output of weighting analysis. Then, the influence factors of liver function toward system's objective weighting are derived by means of GM(0,N) weighting analysis model. Besides, for complex calculation, we also develop a toolbox by using Matlab to verify our results. By the actual data and mathematic model of the subjects, we have deformed the influence factors of doctors' subjective weighting values, and have got objective weighting values for influence factor and those values are quite match with the traditional method. Thus, we can get a prototype of objective valuation of medical auxiliary platform on influence factors in liver functions.
灰色系统理论在肝功能影响因素加权分析中的应用
根据卫生署最近的报告,肝脏疾病已成为台湾第一大疾病。因此,本文主要对肝功能诊断进行深入分析,并将医学分析与软计算相结合作为我们的研究核心。首先,根据目前的医学分析,我们选择了五个影响因素,以探索每个因素的性质,预计输入的数据超过300例。其次,利用灰色系统理论中的Nagai方法,将主观判断转化为客观的定量值方式,得到均值作为加权分析的输出。然后,利用GM(0,N)权重分析模型,推导出肝功能对系统客观权重的影响因素;此外,对于复杂的计算,我们还利用Matlab开发了一个工具箱来验证我们的结果。通过实际数据和被试的数学模型,对医生主观权重值的影响因素进行了变形,得到了影响因素的客观权重值,与传统方法比较吻合。由此,我们可以得到一个医疗辅助平台对肝功能影响因素客观评价的雏形。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Grey System
Journal of Grey System 数学-数学跨学科应用
CiteScore
2.40
自引率
43.80%
发文量
0
审稿时长
1.5 months
期刊介绍: The journal is a forum of the highest professional quality for both scientists and practitioners to exchange ideas and publish new discoveries on a vast array of topics and issues in grey system. It aims to bring forth anything from either innovative to known theories or practical applications in grey system. It provides everyone opportunities to present, criticize, and discuss their findings and ideas with others. A number of areas of particular interest (but not limited) are listed as follows: Grey mathematics- Generator of Grey Sequences- Grey Incidence Analysis Models- Grey Clustering Evaluation Models- Grey Prediction Models- Grey Decision Making Models- Grey Programming Models- Grey Input and Output Models- Grey Control- Grey Game- Practical Applications.
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