Ordinary least squares
Simple linear regression model

If the data matrix X contains only two variables, a constant and a scalar regressor x, then this is called the "simple regression model". This case is often considered in the beginner statistics classes, as it provides much simpler formulas even suitable for manual calculation. The parameters are commonly denoted as (α, β):

The least squares estimates in this case are given by simple formulas
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