Time Series Analysis of Dengue Incidence in Rio de Janeiro, Brazil

被引:141
作者
Luz, Paula M.
Mendes, Beatriz V. M.
Codeco, Claudia T.
Struchiner, Claudio J.
Galvani, Alison P.
机构
[1] Yale Univ, Dept Epidemiol & Publ Hlth, New Haven, CT 06511 USA
[2] Univ Fed Rio de Janeiro, COPPEAD, Inst Math, Rio De Janeiro, Brazil
[3] Fundacao Oswaldo Cruz, Comp Sci Program, Rio De Janeiro, Brazil
关键词
D O I
10.4269/ajtmh.2008.79.933
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
We use the Box-Jenkins approach to fit an autoregressive integrated moving average (ARIMA) model to dengue incidence in Rio de Janeiro, Brazil, from 1997 to 2004. We find that the number of dengue cases in a month can be estimated by the number of dengue Cases occurring one. two, and twelve months prior. We use Our fitted model to predict dengue incidence for the year 2005 when two alternative approaches are Used: 12-steps ahead versus 1-step ahead. Our calculations show that the 1-step ahead approach for predicting dengue incidence provides significantly more accurate predictions (P Value = 0.002, Wilcoxon signed-ranks test) than the 12-steps ahead approach. We also explore the predictive power of alternative ARIMA models incorporating climate variables as external regressors. Our findings indicate that ARIMA models are useful tools for monitoring dengue incidence in Rio de Janeiro. Furthermore, these models call he applied to surveillance data for predicting trends in dengue incidence.
引用
收藏
页码:933 / 939
页数:7
相关论文
共 61 条
[1]  
*ADPRJ, 2007, ARM DAD PREF RIO DE
[2]  
Allard R, 1998, B WORLD HEALTH ORGAN, V76, P327
[3]  
[Anonymous], US CLIM PRED INF DIS
[4]   Regional variability in relationships between climate and dengue/DHF in Indonesia [J].
Arcari, Paula ;
Tapper, Nigel ;
Pfueller, Sharron .
SINGAPORE JOURNAL OF TROPICAL GEOGRAPHY, 2007, 28 (03) :251-272
[5]  
Bangs Michael J., 2006, Southeast Asian Journal of Tropical Medicine and Public Health, V37, P1103
[6]  
Barrera R., 2002, Dengue Bulletin, V26, P84
[7]   FINDING CAUSES OF SEASONAL DISEASES USING TIME-SERIES ANALYSIS [J].
BOWIE, C ;
PROTHERO, D .
INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 1981, 10 (01) :87-92
[8]  
Box G. E., 1976, TIME SERIES ANAL FOR
[9]  
BURATTINI MN, 2007, EPIDEMIOL INFECT, V136, P1
[10]   Regional and dynamics characteristics of dengue in Brazil:: a retrospective study [J].
Camara, Fernando Portela ;
Goncalves Theophilo, Regina Lucia ;
dos Santos, Gualberto Teixeira ;
Ferreira Goncalves Pereira, Silvia Regina ;
Camara, Daniel Cardoso P. ;
de Matos, Roberto Rodrigues C. .
REVISTA DA SOCIEDADE BRASILEIRA DE MEDICINA TROPICAL, 2007, 40 (02) :192-196