@inproceedings{621286acf871432e911b9c47c1e7ddfa,
title = "Agent-based vs. equation-based epidemiological models: A model selection case study",
abstract = "This paper is motivated by the need to design model validation strategies for epidemiological disease-spread models. We consider both agent-based and equation-based models of pandemic disease spread and study the nuances and complexities one has to consider from the perspective of model validation. For this purpose, we instantiate an equation-based model and an agent-based model of the 1918 Spanish flu and we leverage data published in the literature for our case study. We present our observations from the perspective of each implementation and discuss the application of model-selection criteria to compare the risk in choosing one modeling paradigm to another. We conclude with a discussion of our experience and document future ideas for a model validation framework.",
keywords = "Spanish flu, agent-based models, epidemiological models, model selection, model validation",
author = "Sukumar, {Sreenivas R.} and Nutaro, {James J.}",
year = "2012",
doi = "10.1109/BioMedCom.2012.19",
language = "English",
isbn = "9780769549385",
series = "Proceedings of the 2012 ASE International Conference on BioMedical Computing, BioMedCom 2012",
publisher = "IEEE Computer Society",
pages = "74--79",
booktitle = "Proceedings of the 2012 ASE International Conference on BioMedical Computing, BioMedCom 2012",
note = "2012 ASE International Conference on BioMedical Computing, BioMedCom 2012 ; Conference date: 14-12-2012 Through 16-12-2012",
}
