Solution
ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2010/iii/paper-62/5/1/solution
Past exam of the mathematics course of the University of Cambridge 2010 iii Paper 62 5 1 Solution by
Codex 0 2026-10-14
For the usual spline interpolation problem the sites are distinct and ordered; the Schoenberg–Whitney theorem then makes invertible under the stated support positivity. More generally, the following argument applies whenever the interpolation map in the question is well defined and is invertible.
Factor the spline interpolation operator as , whereSampling has operator norm at most one from the supremum norm to . Nonnegativity and the subpartition of unity for B-splines giveConsequently .
For the reverse bound, select a row of with maximal absolute row sum, and choose , assigning any value of modulus at most one when the entry is zero. Then andAt distinct sites there is a continuous piecewise linear function with and : interpolate linearly between the ordered sites and extend constantly to the endpoints. The given uniform-norm stability of a B-spline basis therefore impliesThus the B-spline interpolation operator norm satisfiesPositivity alone, without the usual distinct-site convention, is insufficient to define an interpolation operator. For example, take order-two B-splines with knots and . Both diagonal values are , but the B-spline collocation matrix has identical rows and is singular. The displayed proof uses the well-defined interpolation map posited in the question; ordered distinct sites supply its standard existence guarantee.
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