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coefficients and the intercept are obtained through matrix algebra: Where: β is a vector containing the intercept and coefficients. X is a matrix where the first column is all 1ₛ and the other columns each represent a different independent variable. Xᵀ is the transpose of the X matrix. (XᵀX)⁻¹ is