June 21, 2016

Simple Linear Regression

A linear model can describe the relationship between two variables

Line of "best fit" to the data

What is the best fit?

Squared errors

Best fit minimizes sum of squared errors

Best fit minimizes sum of squared errors

Maximizes likelihood of observed data

Linear regression model

Identify model parameters that minimize squared error, maximize likelihood of data