Solution

ID: past-exam-of-the-numerical-linear-algebra-course-of-the-university-of-oxford/2025/2/b/iii/solution

The thin QR decomposition gives . Its columns already belong to the column space of , so the orthogonal projection leaves them fixed:
This identity uses only and ; it remains valid if is singular, provided such a factorization with orthonormal is used.

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