maximum likelihood estimation (mle)

What are the Steps Involved in MLE?

The steps involved in applying MLE in epidemiology typically include:
1. Model Specification: Define the epidemiological model that describes the disease dynamics.
2. Data Collection: Gather relevant data, such as case counts, recovery rates, and other epidemiological information.
3. Likelihood Function: Construct the likelihood function based on the specified model and the collected data.
4. Optimization: Use numerical methods to maximize the likelihood function and obtain the parameter estimates.
5. Validation: Validate the model and the estimated parameters using additional data or statistical techniques.

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