A hybrid epidemic model: Combining the advantages of agent-based and equation-based approaches

Georgiy V. Bobashev, D. Michael Goedecke, Feng Yu, Joshua M. Epstein

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Agent-based models (ABMs) are powerful in describing structured epidemiological processes involving human behavior and local interaction. The joint behavior of the agents can be very complex and tracking the behavior requires a disciplined approach. At the same time, equation-based models (EBMs) can be more tractable and allow for at least partial analytical insight. However, inadequate representation of the detailed population structure can lead to spurious results, especially when the epidemic process is beginning and individual variation is critical. In this paper, we demonstrate an approach that combines the two modeling paradigms and introduces a hybrid model that starts as agent-based and switches to equation-based after the number of infected individuals is large enough to support a population-averaged approach. This hybrid model can dramatically save computational times and, more fundamentally, allows for the mathematical analysis of emerging structures generated by the ABM.

Original languageEnglish (US)
Title of host publicationProceedings of the 2007 Winter Simulation Conference, WSC
Pages1532-1537
Number of pages6
DOIs
StatePublished - Dec 1 2007
Event2007 Winter Simulation Conference, WSC - Washington, DC, United States
Duration: Dec 9 2007Dec 12 2007

Publication series

NameProceedings - Winter Simulation Conference
ISSN (Print)0891-7736

Other

Other2007 Winter Simulation Conference, WSC
CountryUnited States
CityWashington, DC
Period12/9/0712/12/07

ASJC Scopus subject areas

  • Software
  • Modeling and Simulation
  • Computer Science Applications

Fingerprint Dive into the research topics of 'A hybrid epidemic model: Combining the advantages of agent-based and equation-based approaches'. Together they form a unique fingerprint.

  • Cite this

    Bobashev, G. V., Goedecke, D. M., Yu, F., & Epstein, J. M. (2007). A hybrid epidemic model: Combining the advantages of agent-based and equation-based approaches. In Proceedings of the 2007 Winter Simulation Conference, WSC (pp. 1532-1537). [4419767] (Proceedings - Winter Simulation Conference). https://doi.org/10.1109/WSC.2007.4419767