面向呼吸道疾病防治的医疗健康分析系统的研究与实践
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摘要
建设面向呼吸道疾病防治的医疗健康分析系统,旨在找出呼吸道疾病的影响因子。利用统计分析、机器学习等数据分析技术,分析空气污染物、气象数据与呼吸道疾病之间的相关性,揭示空气污染物、气象数据对呼吸道疾病病患人数的影响。医疗健康分析系统缩短了疾病研究周期,通过提供智能化的健康指导,强化"以防为主"健康理念。
This paper aims to find out the influencing factors of respiratory diseases by constructing a medical health analysis system.By means of data analysis technology such as statistical analysis and machine learning,the correlation between air pollutants,meteorological data and respiratory diseases was analyzed.The influence of air pollutants and meteorological data on hospital admissions with respiratory diseases was revealed.The medical health analysis system shortens the cycle of medical research and strengthens the concept of "prevention first" by providing intelligent health guidance.
This paper aims to find out the influencing factors of respiratory diseases by constructing a medical health analysis system.By means of data analysis technology such as statistical analysis and machine learning,the correlation between air pollutants,meteorological data and respiratory diseases was analyzed.The influence of air pollutants and meteorological data on hospital admissions with respiratory diseases was revealed.The medical health analysis system shortens the cycle of medical research and strengthens the concept of "prevention first" by providing intelligent health guidance.
引文
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[2]霍爱梅,赵达生,方立群,等.华北地区主要呼吸道传染病与气象条件的关系[J].中国医药导报,2011,32(32):153-156,193.
[3]陶辉,童建勇,沈艳辉,等.北京H区日平均气温与呼吸系统疾病死亡的病例交叉研究[J].环境与健康杂志,2011,28(7):569-572,659.
[4]李鹏,王鑫,楚宏硕,等.医学信息系统建设对临床护理工作的促进作用[J].齐鲁医学杂志,2013,28(6):556-558,560.
[5]顾宏明.基于云平台的移动医疗健康服务系统的设计与实现[D].北京:北京邮电大学,2012.
[6]Edington D,Louis Y,Li K.Recent Trends in the Development of Health Management[J].Health Management Research,2001,103(76):140-147.
[7]Chang C C,Lin C J.LIBSVM:A library for support vector machines[J].ACM transactions on intelligent systems and technology(TIST),2011,2(3):27.
[8]Neter J,Kutner M H,Nachtsheim C J,et al.Applied linear statistical models[M].Chicago:Irwin,1996.
[9]Tibshirani R.Regression shrinkage and selection via the lasso[J].Journal of the Royal Statistical Society:Series B(Methodological),1996,58(1):267-288.
[10]Tipping M E.Sparse Bayesian learning and the relevance vector machine[J].Journal of machine learning research,2001,1(Jun):211-244.
[11]Utgoff P E.Incremental induction of decision trees[J].Machine learning,1989,4(2):161-186.
[12]Friedman J H.Greedy function approximation:a gradient boosting machine[J].Annals of statistics,2001:1189-1232.
[13]Borgelt C,Kruse R.Induction of association rules:Apriori implementation[C]//Compstat.Physica,Heidelberg,2002:395-400.