4.4 Article

Interpreting time-series analyses for continuous-time biological models-measles as a case study

期刊

JOURNAL OF THEORETICAL BIOLOGY
卷 223, 期 1, 页码 19-25

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ACADEMIC PRESS LTD- ELSEVIER SCIENCE LTD
DOI: 10.1016/S0022-5193(03)00031-6

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epidemiological models; measles; time-series analysis; population dynamics

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An increasing number of recent studies involve the fitting of mechanistic models to ecological time-series. In some cases, it is necessary for these models to be discrete-time approximations of continuous-time processes. We test the validity of discretization in the case of measles, where time-series models have recently been developed to estimate ecological parameters directly from data. We find that a non-homogeneous contact function is necessary to capture the host-parasite interaction in a discrete-time model, even in the absence of heterogeneities due to spatial or age structure. We derive a mathematical relationship describing the expected departure from mass-action transmission in terms of the epidemiological parameters in the model, and identify conditions under which the discretization process may fail. (C) 2003 Elsevier Science Ltd. All rights reserved.

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