The matrix \ mathbf X ^ { \ rm T } \ mathbf X is known as the Gramian matrix of \ mathbf X, which possesses several nice properties such as being a positive semi-definite matrix, and the matrix \ mathbf X ^ { \ rm T } \ mathbf y is known as the moment matrix of regressand by regressors.
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