Maximum Likelihood

To estimate the values of the parameters of the logistic model we use maximum likelihood. A short review of the method using a simple example and a note of the properties of the sampling distribution of maximum likelihood estimates is provided in the following.


Forming the Likelihood, a simple example


Log Likelihood


Finding the maximum of the log likelihood analytically


The asymptotic properties of the sampling distribution of maximum likelihood estimators are often used.


The slides used in the videos are found here