|
|
Application of ARIMA and SARIMA model in predicting hospital outpatients and discharges |
Lian Hengli, Yu Jianqin, Fu Yinghui |
The Eye Hospital of Wenzhou Medical University, Hangzhou 310020, China |
|
|
Abstract Objective The ARIMA and SARIMA model were used to analyze and predict the number of outpatients and discharges. Methods We collected outpatient and discharge numbers in a hospital each month from January 2011 to June 2016, used ARIMA and SARIMA model to analyze data, and validated data from July 2016 to October 2016 to predict outpatients and discharges from November 2016 to June 2017. SPSS 17.0statistical software was used for model fitting and forecast. Results The ARIMA (6, 0) was the optimal fitting model in predicting hospital outpatients, and the SARIMA,1,1 (0), (0, 0) (excluding constant) was the optimal fitting model in predicting hospital discharges. Both models could be well fitted in predicting outpatients and discharges from July 2016 to October 2016. The prediction with the two models from November 2016 to June 2017 conformed to the change trend of outpatients and discharges, and the actual values fell in the 95% upper and lower limits of prediction. Conclusion The ARIMA and SARIMA models have strong practical value in prediction of short-term outpatients and discharges, and can provide the reference to hospital health resource allocation and scientific management.
|
Received: 09 December 2016
|
|
|
|
[1] 董波,王惠慈.统计预测·统计决策·医院管理(一)[J].中国医院计,2003,10(2):104-106. [2] MARTINEZ E Z ,SILVA E A ,FABBRO A L.A, SARIMA forecasting model to predict the number of cases of dengue in Campinas,State of Sao Paulo. Brazil[J]. Rev Soc Bras Med Trop,2011,44(4):436-440. [3] 徐永强,周静,陈学军,等.ARIMA(p,d,q)模型在不同地区来源门诊量预测中的应用[J].中国医院统计,2009,6(3):202-204. [4] 耿娟.ARIMA 模型在医院门诊量预测中的应用[J].中国卫生统计,2014,31(4):643-645. [5] 李小升,马春柳,雷海科,等.SARIMA 模型在医院门诊量预测中的应用[J].中国病案,2013,14(3):37-40. [6] 叶丰艳.ARIMA 模型在门诊季节性时序预测中的应用[J].中国医院统计,2009,16(3):239-241. [7] 杨帆,秦银河,刘丽华.ARIMA 模型在门诊人次预测中的应用[J].中华医院管理杂志,2009,25(1):28-31. [8] 周忠彬,吕红梅,邹郢.ARIMA 干预模型在医院门诊量预测中的应用[J].中国医院统计,2008,15(2):110-112. [9] 李运明,吴凡,郑驰,等.某三甲综合医院门诊量ARIMA预测分析[J].中国病案,2014,15(8):53-55. [10]韩春蕾,高婉君.我国月度CPI的组合预测及分析[J].统计与决策,2014(1):11-13. |
[1] |
. [J]. journal1, 2017, 24(2): 148-149. |
[2] |
Liu Guozhu. Comparative study of ARIMA model and GM (1,1) model in hospital outpatient service forecast[J]. journal1, 2017, 24(1): 5-8. |
[3] |
. [J]. journal1, 2016, 23(4): 296-298. |
[4] |
. [J]. journal1, 2016, 23(3): 210-188. |
[5] |
. [J]. journal1, 2016, 23(2): 148-149. |
[6] |
Rao Yi. A study on the trend of hand-foot-mouth disease in a district of Dongguan based on SARIMA model[J]. journal1, 2016, 23(1): 8-11. |
|
|
|
|