Modelling the Frequency of Depression using Holt-Winters Exponential Smoothing Method

被引:0
|
作者
Amini, Payam [1 ]
Ghaleiha, Ali [2 ]
Zarean, Elaheh [3 ]
Sadeghifar, Majid [4 ]
Ghaffari, Mohammad Ebrahim [5 ]
Taslimi, Zahra [6 ,7 ]
Yazdi-Ravandi, Saeid [7 ,8 ,9 ]
机构
[1] ACECR, Royan Inst Reprod Biomed, Reprod Epidemiol Res Ctr, Dept Epidemiol & Reprod Hlth, Tehran, Iran
[2] Hamadan Univ Med Sci, Behav Disorders & Subst Abuse Res Ctr, Psychiat, Hamadan, Iran
[3] Shahrekord Univ Med Sci, Dept Epidemiol & Biostat, Sch Publ Hlth, Modeling Hlth Res Ctr,Biostat, Shahrekord, Iran
[4] Bu Ali Sina Univ, Dept Stat, Hamadan, Iran
[5] Guilan Univ Med Sci, Sch Dent, Dept Biostat, Dent Sci Res Ctr, Rasht, Iran
[6] Hamadan Univ Med Sci, Neurophysiol Res Ctr, Neurosci, Hamadan, Iran
[7] Hamadan Univ Med Sci, Students Res Ctr, Hamadan, Iran
[8] Hamadan Univ Med Sci, Behav Disorders & Subst Abuse Res Ctr, Behav Sci, Hamadan, Iran
[9] Islamic Azad Univ, Rudehen Branch, Behav Sci, Young Researchers & Elite club, Rudehen, Iran
关键词
Depression; Incidence; Time series; Stochastic process;
D O I
10.7860/JCDR/2018/35765.12085
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Introduction: Depression is a worldwide concern causing lots of adverse social consequences. Aim: To assess the stochastic processes of depression frequency through statistical modelling. Materials and Methods: The data contained the processes of depression frequency in Hamadan from April 2008 to March 2016. A total of 3252 patients, according to psychiatrist diagnosed based on DSM-IV criteria, were accounted. To model and forecast the depression incidence frequency, the time series analysis method, Holt-Winter exponential smoothing, was applied. Results: After a considerable decrease in the last months of 2010 which was followed by an increase in early 2011, a constant series of frequencies happened until 2015. The first months of 2015 are the beginning of the increase in the development of depression. Conclusions: Present findings demonstrated an increase in the incidence of depression during 2016-2018. The Holt-winter exponential smoothing method can be used as an appropriate statistical tool to analyse and forecast such data.
引用
收藏
页码:VD1 / VD4
页数:4
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