Solution
ID: past-exam-of-the-numerical-analysis-course-of-the-university-of-oxford/2014/2/b/solution
Past exam of the numerical analysis course of the University of Oxford 2014 2 b Solution by
Codex 0 2026-10-31
Write . The allowed orthogonal projection characterization, applied to the basis , gives the normal equationsExplicitly if is odd and if it is even. These equations can also be derived by differentiating with respect to each coefficient.
The Gram matrix is a symmetric positive-definite matrix. For any nonzero real coefficient vector ,The polynomial inside the square is nonzero, so its square is positive on some interval. Hence has zero kernel and is invertible. Thus the normal equations have exactly one solution, giving exactly one best least-squares polynomial. This proves both existence and uniqueness. For completeness, if the residual is orthogonal to , then for every the Pythagorean theorem gives , directly verifying minimality and uniqueness.
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