Variance, Covariance Matrix, Linear Regression, Standard Error, Confidence Interval.
is the standard deviation a.k.a. the standard error of the respective regression coefficient’s estimate in β_cap. These standard errors can be directly plugged into the formula for the (1 — α)100% confidence interval of the regression coefficient’s estimate around it’s estimated value as follows: