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Best uniform polynomial error and Chebyshev interpolation operators
Definition
Let be the real continuous functions on , with . Let be the restrictions to of real polynomials of degree at most , including the zero polynomial. Interval notation is that of Intervals of : the nine order-convex forms, nondegeneracy, and length. Continuity and polynomial degree have the conventions of Continuity of at a point of and on : the - condition, its agreement with at a limit point, and continuity at an isolated point and Formal real polynomials, evaluation, degree, leading coefficient, and monic polynomials.
For each (with naturals in real expressions interpreted by their canonical real images), the first-kind Chebyshev root angles and nodes are They are the roots of by and for every . For , the Chebyshev–Lobatto angles and nodes are They include both endpoints and are the extrema of by the same identity. At , define the Lobatto node to be . The cosine is strictly decreasing on , so each listed family has distinct nodes; the root family at also consists of .
For either family , write its nodes as and define These are the cardinal formula and interpolation sum of Cardinal-polynomial interpolation specialized to this node family. The displayed cosine arrays decrease, whereas that supplier orders nodes increasingly: use and data . Its cardinal function with index is exactly the displayed , by reindexing the finite product, and its interpolation sum is . The empty product at is , so the same identification holds for the single node. Distinctness makes every denominator nonzero; Cardinal interpolation functions are polynomials of the stated degrees supplies the degree and cardinal values. The finite sum is linear in the data and maps into . Its operator norm is If , then for ; hence whenever . Define the best degree- uniform approximation error by
These quantities are real and well-defined. Polynomial functions are continuous, and sums and scalar multiples of continuous functions remain continuous by Sums, scalar multiples, products, absolute values, maxima, minima and quotients with nonvanishing denominator of continuous functions are continuous, as are constants, the identity and every polynomial function. The interval is nonempty, closed, and bounded, so For a nonempty subset of with , compactness, closedness and boundedness, pseudocompactness, and attainment of extrema by every continuous real-valued function are equivalent implies that for every such continuous function there are finite minimum and maximum values . Since , one has , so each supremum norm above is finite. The set defining contains the zero function and is bounded above by the displayed finite coefficient sum. The set defining contains the zero polynomial and is bounded below by zero. Completeness of (Complete ordered field (least-upper-bound property)) therefore gives the stated finite supremum and infimum. Also, has positive real image by The canonical natural of a field and Canonical naturals are positive and strictly increasing, and has positive real image when ; thus the root-angle denominator and the Lobatto denominator in its stated range are nonzero.
The displayed root-family nodes are all the real roots of . The degree statement Degrees and leading coefficients of the Chebyshev polynomials gives , and A nonzero real polynomial of degree has no more than distinct real roots excludes any additional real root beyond the distinct nodes above.
Depends on
- Cardinal-polynomial interpolation
- Cardinal interpolation functions are polynomials of the stated degrees
- Continuity of $f : A \to \mathbb{R}$ at a point of $A$ and on $A$: the $\varepsilon$-$\delta$ condition, its agreement with $\lim_{x \to c} f(x) = f(c)$ at a limit point, and continuity at an isolated point
- Intervals of $\mathbb{R}$: the nine order-convex forms, nondegeneracy, and length
- Formal real polynomials, evaluation, degree, leading coefficient, and monic polynomials
- Sums, scalar multiples, products, absolute values, maxima, minima and quotients with nonvanishing denominator of continuous functions are continuous, as are constants, the identity and every polynomial function
- For a nonempty subset of $\mathbb{R}^n$ with $n\ge1$, compactness, closedness and boundedness, pseudocompactness, and attainment of extrema by every continuous real-valued function are equivalent
- Complete ordered field (least-upper-bound property)
- The canonical natural $\iota(n) = n \cdot 1_F$ of a field
- Canonical naturals are positive and strictly increasing
- Chebyshev polynomials of the first and second kinds by their three-term recurrences
- $T_n(\cos\theta)=\cos(n\theta)$ and $U_n(\cos\theta)\sin\theta=\sin((n+1)\theta)$ for every $n\in\mathbb N$
- Degrees and leading coefficients of the Chebyshev polynomials
- A nonzero real polynomial of degree $n$ has no more than $n$ distinct real roots
- Quarter-turn values and shifts by pi/2 and pi
- Signs, monotonicity intervals, and ranges of sine and cosine
Used by
- Best polynomial errors vanish for continuous functions Corollary
- Best uniform polynomial error on a compact interval Definition
- Clenshaw–Curtis quadrature with the midpoint zero-degree case Definition
- An exponential best-error rate transferred to Chebyshev interpolation Example
- Degree-one root and Lobatto interpolation norms Example
- Equispaced interpolation of Runge's function diverges Example
- Chebyshev cardinal interpolation reproduces polynomials and its norm is the cardinal sum Lemma
- Trigonometric formulas for Chebyshev cardinal polynomials Lemma
- Chebyshev interpolation error is controlled by best polynomial error Theorem
- Chebyshev-root and Lobatto interpolation norms have logarithmic upper bounds Theorem
- Chebyshev–Lobatto interpolation inherits a weighted near-best bound Theorem
- DCT-I coefficients of the Chebyshev–Lobatto interpolant Theorem
- Polynomial exactness and best-approximation error for Clenshaw–Curtis Theorem
Dependency tree · two levels
65 results within two dependency steps of this one, each drawn at its shortest distance from it. An arrow runs from a result to what uses it, so the chart reads left to right and ends at this result, which carries a heavier outline. Every node is a link to that result. Click elsewhere on the chart to enlarge it.
Sources
- Lloyd N. Trefethen, Approximation Theory and Approximation Practice, Chs. 2–5 (standard reference, not scraped)
- Tobin A. Driscoll and Richard J. Braun, Fundamentals of Numerical Computation, Polynomial interpolation (standard reference, not scraped)