Introduction to Statistics and Data Analysis - Properties of Maximum Likelihood Estimation

Here we explore key properties of the MLE, such as consistency and data efficiency. This video was produced at the University of Washington, and we acknowledge funding support from the Boeing Company %%% CHAPTERS %%% 00:00 Intro 01:58 Property 1: MLE is Consistent 03:43 Property 2: MLE is Normal 04:41 Defining the I Function 08:04 MLE is Asymptotically Efficient 10:47 The Cramer-Rao Inequality 13:27 Outro