Bayesian prediction of an epidemic curve
- PMID: 18593605
- DOI: 10.1016/j.jbi.2008.05.013
Bayesian prediction of an epidemic curve
Abstract
An epidemic curve is a graph in which the number of new cases of an outbreak disease is plotted against time. Epidemic curves are ordinarily constructed after the disease outbreak is over. However, a good estimate of the epidemic curve early in an outbreak would be invaluable to health care officials. Currently, techniques for predicting the severity of an outbreak are very limited. As far as predicting the number of future cases, ordinarily epidemiologists simply make an educated guess as to how many people might become affected. We develop a model for estimating an epidemic curve early in an outbreak, and we show results of experiments testing its accuracy.
Similar articles
-
Fast Bayesian scan statistics for multivariate event detection and visualization.Stat Med. 2011 Feb 28;30(5):455-69. doi: 10.1002/sim.3881. Stat Med. 2011. PMID: 21312215
-
Hierarchical statistical modelling of influenza epidemic dynamics in space and time.Stat Med. 2002 Sep 30;21(18):2703-21. doi: 10.1002/sim.1217. Stat Med. 2002. PMID: 12228886
-
Estimating the joint disease outbreak-detection time when an automated biosurveillance system is augmenting traditional clinical case finding.J Biomed Inform. 2008 Apr;41(2):224-31. doi: 10.1016/j.jbi.2007.11.002. Epub 2007 Nov 21. J Biomed Inform. 2008. PMID: 18194876
-
[Disease caused by the new influenza A(H1N1) virus].Tidsskr Nor Laegeforen. 2009 Sep 10;129(17):1736-9. doi: 10.4045/tidsskr.09.0748. Tidsskr Nor Laegeforen. 2009. PMID: 19756053 Review. Norwegian.
-
The first pandemic of the 21st century: a review of the 2009 pandemic variant influenza A (H1N1) virus.Postgrad Med. 2009 Sep;121(5):43-7. doi: 10.3810/pgm.2009.09.2051. Postgrad Med. 2009. PMID: 19820273 Review.
Cited by
-
Discovering causal interactions using Bayesian network scoring and information gain.BMC Bioinformatics. 2016 May 26;17(1):221. doi: 10.1186/s12859-016-1084-8. BMC Bioinformatics. 2016. PMID: 27230078 Free PMC article.
-
Estimating the epidemic growth dynamics within the first week.Heliyon. 2021 Nov;7(11):e08422. doi: 10.1016/j.heliyon.2021.e08422. Epub 2021 Nov 18. Heliyon. 2021. PMID: 34816052 Free PMC article.
-
Use of daily Internet search query data improves real-time projections of influenza epidemics.J R Soc Interface. 2018 Oct 10;15(147):20180220. doi: 10.1098/rsif.2018.0220. J R Soc Interface. 2018. PMID: 30305417 Free PMC article.
-
Influenza detection and prediction algorithms: comparative accuracy trial in Östergötland county, Sweden, 2008-2012.Epidemiol Infect. 2017 Jul;145(10):2166-2175. doi: 10.1017/S0950268817001005. Epub 2017 May 17. Epidemiol Infect. 2017. PMID: 28511741 Free PMC article.
-
Influenza forecasting in human populations: a scoping review.PLoS One. 2014 Apr 8;9(4):e94130. doi: 10.1371/journal.pone.0094130. eCollection 2014. PLoS One. 2014. PMID: 24714027 Free PMC article.
Publication types
MeSH terms
Substances
LinkOut - more resources
Full Text Sources
Other Literature Sources
Research Materials