Variance, Covariance Matrix, Linear Regression, Standard Error, Confidence Interval.
the above equation and set it to the zero matrix 0 as follows: The partial derivative of sum of squares of residual errors w.r.t. β_cap (Image by Author) Since β_cap is a vector of size [k x 1], the above matrix equation dissociates into k equations in k variables which can be easily solved to