bayesian framework

Why Use Bayesian Methods in Epidemiology?

Bayesian methods offer several advantages in epidemiology:
1. Incorporation of Prior Knowledge: It allows the incorporation of existing knowledge or expert opinion, which is particularly useful in emerging infectious diseases where data may be sparse.
2. Flexibility: Bayesian models can handle complex data structures and are adaptable to various epidemiological study designs.
3. Uncertainty Quantification: It provides a natural way to quantify uncertainty in parameter estimates and predictions.
4. Sequential Updating: Bayesian methods are well-suited for real-time data analysis, as they allow for sequential updating of predictions as new data becomes available.

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