TY - JOUR
T1 - A comparison of agent-based models and equation based models for infectious disease epidemiology
AU - Hunter, Elizabeth
AU - MacNamee, Brian
AU - Kelleher, John
N1 - Publisher Copyright:
© 2018 CEUR Workshop Proceedings. All rights reserved.
PY - 2018
Y1 - 2018
N2 - There are two main methods that are used to model the spread of an infectious disease: agent-based modelling and equation based modelling. In this paper, we compare the results from an example implementation of each method, and show that although the agent-based model takes longer to setup and run, it provides additional information that is not available when using an equation based model. Specifically, the ability of the agent-based model to capture heterogeneous mixing and agent interactions enables it to give a better overall view of an outbreak. We compare the performance of both models by simulating a measles outbreak in 33 different Irish towns and measuring the outcomes of this outbreak.
AB - There are two main methods that are used to model the spread of an infectious disease: agent-based modelling and equation based modelling. In this paper, we compare the results from an example implementation of each method, and show that although the agent-based model takes longer to setup and run, it provides additional information that is not available when using an equation based model. Specifically, the ability of the agent-based model to capture heterogeneous mixing and agent interactions enables it to give a better overall view of an outbreak. We compare the performance of both models by simulating a measles outbreak in 33 different Irish towns and measuring the outcomes of this outbreak.
KW - Agent-based model
KW - Equation-based model
KW - Infectious disease
UR - http://www.scopus.com/inward/record.url?scp=85058237246&partnerID=8YFLogxK
UR - https://arrow.tudublin.ie/scschcomart/71/
U2 - 10.21427/rtq2-hs52
DO - 10.21427/rtq2-hs52
M3 - Conference article
AN - SCOPUS:85058237246
SN - 1613-0073
VL - 2259
SP - 33
EP - 44
JO - CEUR Workshop Proceedings
JF - CEUR Workshop Proceedings
T2 - 26th AIAI Irish Conference on Artificial Intelligence and Cognitive Science, AICS 2018
Y2 - 6 December 2018 through 7 December 2018
ER -