Traditional statistical methods may fall short when dealing with complex, high-dimensional models. MCMC offers several advantages:
Flexibility: It can handle a wide range of distributions and models. Accuracy: It provides a way to obtain accurate parameter estimates when closed-form solutions are not available. Uncertainty Quantification: It allows for the direct estimation of uncertainty in the parameters, which is crucial for making reliable public health decisions.
