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自回归移动平均模型乘积季节模型在南昌市手足口病疫情预测中的应用 被引量:4

Application of multiple seasonal autoregressive integrated moving average model in prediction of incidence of hand foot and mouth disease
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摘要 目的探讨自回归移动平均模型(ARIMA)乘积季节模型在手足口病预测中的应用,对手足口病的月发病数进行趋势预测。方法收集南昌市2009年1月至2012年12月手足口病的月发病数资料建立ARIMA乘积季节模型,并对预测结果进行评价。结果在手足口病预测中建立ARIMA乘积季节模型的最优模型为ARIMA(0,1,1)×(1,1,0)12模型,正态化的BIC为(贝叶斯信息准测)12.31。结论建立的ARIMA模型能较好地拟合和预测南昌市手足口病的月发病数,为手足口病的防治提供参考依据。 Objective To understand the feasibility of using multiple seasonal autoregressive integrated moving average( ARIMA) model to predict the monthly incidence of hand foot and mouth disease( HFMD). Methods ARIMA model w as established by using surveillance data of HFM D in Nanchang from January 1 2009 to December 31 2012,and the prediction results w ere evaluated. Results M ultiple seasonal ARIM A( 0,1,1)( 1,1,0)12model w as established for the prediction of HFM D incidence,and the result of normal BIC w as 12. 31. Conclusion The multiple seasonal ARIM A model established had good fitting and prediction pow er fo the monthly incidence of HFM D in Nanchang,w hich can be used in the prevention and control of HFM D.
出处 《疾病监测》 CAS 2014年第11期871-874,共4页 Disease Surveillance
基金 南昌市科技局支撑计划项目(洪财企[2012]37号社会发展-14-1)~~
关键词 手足口病 ARIMA乘积季节模型 预测 Hand foot and mouth disease M ultiple seasonal ARIM A model Prediction
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  • 1Zhang X, Wang H, Ding S, et al. Prevalence of enteroviruses in children with and without hand, foot, and mouth disease in China [J]. BMC Infect Dis,2013,13(1):606.
  • 2中华人民共和国卫生部.手足口病预防控制指南(2008年版)[EB/OL].[2008-05-02].http://202.96.155.169/publicfiles/business/htmlfiles/mohjbyfkzj/s3577/200805/34775.htm.
  • 3Wangdi K, Singhasivanon P, Silawan T, et al. Development of temporal modeling for forecasting and prediction of malaria infections using time-series and ARIMAX analyses: a case study in endemic districts of Bhutan[J]. Malar J,2010,9:251.
  • 4Rajnish KY, Manoj B. Comparative evaluation of ARIMA and ANFIS for modeling of wireless network traffic time series[J]. Eurasip J Wirel Comm,2014,1:1-8. (doi:10.1186/1687-1499-2014-15).
  • 5郭汝宁,张正敏,杨芬,康敏,邓爱萍,孙辉,戚佩玲,许璐,郑慧贞,何剑峰.广东省手足口病流行特征和危险因素研究[J].中华流行病学杂志,2009,30(5):530-531. 被引量:250
  • 6Deng T, Huang Y, Yu S, et al. Spatial-temporal clusters and risk factors of hand, foot, and mouth disease at the district level in Guangdong province, China[J]. PLoS One,2013,8(2):e56943.
  • 7王瑞平,春雅丽,吴毅凌,张清慧,郭晓芹,卫敏哲,黄中敏.应用趋势季节模型预测上海市松江区手足口病疫情[J].中国预防医学杂志,2009,10(11):1025-1028. 被引量:8
  • 8Yang T, Xu G, Dong H, et al. A case-control study of risk factors for severe hand-foot-mouth disease among children in Ningbo, China,2010-2011[J]. Eur J Pediatr,2012,171(9):1359-1364.
  • 9李亮,许可,祁贤,史智扬,朱凤才,吴斌,霍翔,祖荣强,汤奋扬,汪华.儿童手足口病影响因素病例对照研究[J].中国公共卫生,2011,27(1):16-18. 被引量:92
  • 10田辉,杨培荣,巨洲峰,王别让,胡晓倩,李红兵.气象因素对手足口病发病影响及预测模型分析[J].中国学校卫生,2013,34(4):451-453. 被引量:38

二级参考文献48

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同被引文献59

  • 1陈峰,王啸天,朱和新.混合指数周期模型及其在疾病季节性分析中的应用[J].南通医学院学报,1996,16(3):301-302. 被引量:14
  • 2吴家兵,叶临湘,尤尔科.ARIMA模型在传染病发病率预测中的应用[J].数理医药学杂志,2007,20(1):90-92. 被引量:118
  • 3冯丹,韩晓娜,赵文娟,生甡,杨红,方立群,曹务春.中国内地法定报告传染病预测和监测的ARIMA模型[J].疾病控制杂志,2007,11(2):140-143. 被引量:44
  • 4Huang X,Wei H,Wu S,et al.Epidemiological and etiological characteristics of hand,foot,and mouth disease in henan,china,2008-2013[J].Sci Rep,2015,5:8904.
  • 5Zhao YY,Jin H,Zhang XF,et al.Case-fatality of hand,foot and mouth disease associated with EV71:a systematic review and meta-analysis[J].Epidemiol Infect,2015,27:1-9.[Epub ahead of print].
  • 6Liu SL,Pan H,Liu P,et al.Comparative epidemiology and virology of fatal and nonfatal cases of hand,foot and mouth disease in China's Mainland from 2008 to 2014[J].Rev Med Virol,2015,25(2):115-128.
  • 7Song Y,Wang F,Wang B,et al.Time series analyses of hand,foot and mouth disease integrating weather variables[J].PLoS One,2015,10(3):0117296.
  • 8Verhulst P.F.Recherches mathématiques sur la loi d'accroissement de la population[J].Nouveaux mémoires de l'Academie Royale des Science et Belles-Lettres de Bruxelles,1845,18:1-41.
  • 9Heydari J,Lawless C,Lydall DA,et al.Fast Bayesian parameter estimation for stochastic logistic growth models[J].Biosystems,2014,122:55-72.
  • 10Malthus TR.An Essay on the Principle of Population[J].J.Johnson,London,1798:19-21.

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