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Synthesis and refinement of detailed subnetworks in a social contact network for epidemic simulations

Published: 29 March 2011 Publication History

Abstract

In recent years, individual based epidemic simulations on synthetic social contact networks have been proved useful in supporting public health epidemiology. In use of such models, it is often desirable to understand how disease spreads through a small subset of the population; furthermore often data is available that allows us to develop more refined representations of social contact networks that span these subpopulations. Examples include: schools, office campuses, military bases, etc.
Here, we develop a multi-level refinement and analysis technique to synthesize and embed subnetworks of an existing contact network when more detailed activity data about a small community is available. The methodology is illustrated by embedding detailed high school networks in a synthetic social contact network of the New River Valley, Virginia.

References

[1]
Barrett, C., Beckman, R., Khan, M., Kumar, V.A., Marathe, M., Stretz, P., Dutta, T., Lewis, B.: Generation and analysis of large synthetic social contact networks. In: Proceedings of the 2009 Winter Simulation Conference, pp. 1003-1014 (2009).
[2]
Bisset, K.R., Chen, J., Feng, X., Kumar, V.A., Marathe, M.V.: EpiFast: a fast algorithm for large scale realistic epidemic simulations on distributed memory systems. In: Proceedings of the 23rd International Conference on Supercomputing (ICS), pp. 430-439 (2009).
[3]
Cooper, C., Dyer, M., Handley, A.J.: The flip markov chain and a randomising P2P protocol. In: Proceedings of the 28th ACM Symposium on Principles of Distributed Computing (PODC), pp. 141-150 (2009).
[4]
Eubank, S., Guclu, H., Kumar, A.V.S., Marathe, M.V., Srinivasan, A., Toroczkai, Z., Wang, N.: Modelling disease outbreaks in realistic urban social networks. Nature 429(6988), 180-184 (2004).
[5]
Ferguson, N.M., Keeling, M.J., Edmunds, W.J., Gani, R., Grenfell, B.T., Anderson, R.M., Leach, S.: Planning for smallpox outbreaks. Nature 425(6959), 681-685 (2003).
[6]
Glass, R.J., Glass, L.M., Beyeler, W.E., Min, H.J.: Targeted social distancing design for pandemic influenza. Emerging Infectious Diseases 22(11) (2006).
[7]
Hethcote, H.W.: The mathematics of infectious diseases. SIAM Review 42, 599-653 (2000).
[8]
Hlady, C., Curtis, D., Severson, M., Fries, J., Pemmaraju, S., Segre, A., Herman, T., Polgreen, P.: A near-real-time method for discovering healthcare worker social networks via wireless devices. In: 47th Annual Meeting of the Infectious Disease Society of America (October 2009).
[9]
Longini, I.M., Nizam, A., Xu, S., Ungchusak, K., Hanshaoworakul, W., Cummings, D.A.T., Halloran, M.E.: Containing pandemic influenza at the source. Science 309(5737), 1083-1087 (2005).
[10]
Rhee, I., Shin, M., Hong, S., Lee, K., Kim, S., Chong, S.: CRAWDAD data set ncsu/mobilitymodels (v. 2009-07-23) (July 2009).
[11]
Xia, H., Chen, J., Marathe, M.V., Mortveit, H.S.: Synthesis and embedding of subnetworks for individual-based epidemic models. Technical Report 10-139, NDSSL, Virginia Tech. (2010), http://staff.vbi.vt.edu/chenj/pub/NDSSL-TR-10-139.pdf

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Information & Contributors

Information

Published In

cover image Guide Proceedings
SBP'11: Proceedings of the 4th international conference on Social computing, behavioral-cultural modeling and prediction
March 2011
383 pages
ISBN:9783642196553
  • Editors:
  • John Salerno,
  • Shanchieh Jay Yang,
  • Dana Nau,
  • Sun-Ki Chai

Publisher

Springer-Verlag

Berlin, Heidelberg

Publication History

Published: 29 March 2011

Author Tags

  1. epidemic simulation
  2. network refinement
  3. sensitivity analysis
  4. social network synthesis

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