Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2013/iii/paper-30/1/b/solution

Full column matrix rank makes a positive-definite matrix, and its matrix inverse is symmetric. Thus the hat matrix satisfies
Also and the image of is contained in the column space of . These identities show that is the orthogonal projection matrix onto the column space of .

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