Abstract
The current outbreak of Ebola virus disease (EVD) in West Africa has caused around 23000 infections by middle of Feburary 2015, with a death rate of 40%. The cases have been imported into developed countries, e.g., Spain and US, through travelers and returning healthcare workers. It is clear that the virus is a threat to public health worldwide. Given the absence of vaccine and effective treatment, response has focused so far on containment and education for prophylaxis. In studying the effects of human behavioral response to contain the current Ebola transmission, we built an epidemiological model in Spatio-Temporal Epidemiological Modeler (STEM), an open source platform. We simulate the course of the infection under various conditions from public available data and realistic assumptions about the disease dynamics. We ran this spatially extended simulation in three hardest-hit countries (i.e., Liberia, Sierra Leone and Guinea) in West Africa. A series of sensitivity analysis was performed to get insights of the likely human behavioral response to the change of disease epidemic, which helps understand the determinants of disease control. Our analysis suggests the reproductive number for the disease can be driven below 1.0 and effective control is possible if hospitalization occurs within 60 hours and/or if proper burials are processed within 34 hours. We also calibrated our model using processive period of reference data starting from March 14 reported by the WHO. We have an observation of gradual human behavior changes in the affected countries in response to the epidemic outbreak.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
Reference
World Health Organization (WHO), Fact Sheet on Ebola Virus (2014). http://www.who.int/mediacentre/factsheets/fs103/en/
CDC (2014). http://www.cdc.gov/vhf/ebola/
Legrand, J., et al.: Understanding the dynamics of Ebola epidemics. Epidemiol Infect. 135(4), 610–621 (2007)
Baize, S., et al.: Emergence of Zaire Ebola Virus Disease in Guinea. New England Journal of Medicine 371(15), 1418–1425 (2014)
Towers, S., Patterson Lomba, O., Castillo Chavez, C.: Temporal Variations in the Effective Reproduction Number of the 2014 West Africa Ebola Outbreak. PLOS Currents Outbreaks September 18, 2014 (Edition 1.)
Ministry of Health and Social Welfare and Liberia Institute for Geo-Information Services, Government of Liberia, The national census of health workers in Liberia (2010)
Anderson, R., et al.: Infectious Diseases of Humans: Dynamics and Control. Oxford Science Publication (1991)
Althaus, C.: Estimating the Reproduction Number of Ebola Virus (EBOV) During the 2014 Outbreak in West Africa. PLOS Currents Outbreaks September 2, 2014 (Edition 1.)
Gomes, M.F.C., et al.: Assessing the International Spreading Risk Associated with the 2014 West African Ebola Outbreak. . PLOS Currents Outbreaks September 2, 2014 (Edition 1.)
Caitlin, M.R., et al.: Modeling the Impact of Interventions on an Epidemic of Ebola in Sierra Leone and Liberia. PLOS Currents Outbreaks October 16, 2014 (Edition 1.)
HealthMap (2014). http://healthmap.org/ebola/#timeline
Nocedal, J., Wright, S.J.: Numerical Optimization. Springer Series in Operations Research, ed. Glynn, P. Robinson, S.M., Springer Science & Business Media (1999)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2015 Springer International Publishing Switzerland
About this paper
Cite this paper
Hu, K., Bianco, S., Edlund, S., Kaufman, J. (2015). The Impact of Human Behavioral Changes in 2014 West Africa Ebola Outbreak. In: Agarwal, N., Xu, K., Osgood, N. (eds) Social Computing, Behavioral-Cultural Modeling, and Prediction. SBP 2015. Lecture Notes in Computer Science(), vol 9021. Springer, Cham. https://doi.org/10.1007/978-3-319-16268-3_8
Download citation
DOI: https://doi.org/10.1007/978-3-319-16268-3_8
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-16267-6
Online ISBN: 978-3-319-16268-3
eBook Packages: Computer ScienceComputer Science (R0)