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University of Cambridge > Talks.cam > MRC Biostatistics Unit Seminars > BSU Seminar: “Bayesian behavioural-change epidemic models: is your population alarmed?”
BSU Seminar: “Bayesian behavioural-change epidemic models: is your population alarmed?”Add to your list(s) Download to your calendar using vCal
If you have a question about this talk, please contact Alison Quenault. This will be a free hybrid seminar. To register to attend virtually, please click here: https://cam-ac-uk.zoom.us/meeting/register/tZ0vceqsqDwtHNLalYuBk7GmojclSXN5wIcE One of the many difficulties in modelling epidemic spread is that caused by behavioural change in the underlying population. Such changes in the underlying population can result in major changes in transmission dynamics of the disease, making the modelling challenging. We propose a model formulation where time-varying transmission is captured by the level of alarm in the population and specified as a function of the past epidemic trajectory. The models are set in a data-augmented Bayesian framework as epidemic data are often only partially observed, and we can utilize prior information to help with parameter identifiability. We consider both parametric and nonparametric approaches to modelling the alarm function, and talk about recent developments such as “lockdown fatigue” mechanisms and multivariable alarm functions. This talk is part of the MRC Biostatistics Unit Seminars series. This talk is included in these lists:
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