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Best weighted rational approximants exist
Statement
For with , , , and a strictly positive continuous weight , there is such that
Facts & Assumptions
Given: A nondegenerate compact interval , integers , , and on .
Weighted rational minimax families and defect: candidates have reduced degrees at most , a denominator normalized by coefficient Euclidean norm , and error .
Reduced real rational representations are unique up to scale: for a nonempty interval, two reduced representations of the same rational function with denominators positive on and coefficient norm are equal.
For a nonempty subset of with , compactness, closedness and boundedness, pseudocompactness, and attainment of extrema by every continuous real-valued function are equivalent: continuous functions on nonempty compact intervals attain extrema; closed bounded subsets of finite-dimensional Euclidean space are compact and continuous functions on them attain minima.
A nonzero real polynomial of degree has no more than distinct real roots: a nonzero polynomial has finitely many roots in .
A real polynomial vanishing at is divisible by : if a polynomial vanishes at , it is divisible 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 and Continuity of at a point of and on : the - condition, its agreement with at a limit point, and continuity at an isolated point: polynomial functions and products of continuous functions are continuous.
Polynomial coefficients are bounded by values at fixed distinct nodes: for fixed distinct nodes, bounded polynomial values give a fixed bound on all coefficients.
Over an integral domain, degrees add under multiplication of nonzero polynomials: degrees add for products of nonzero real polynomials.
Intermediate value theorem, by bisection with a canonical left-half rule: a continuous function on takes every value between and : a continuous real function on an interval takes every value between its endpoint values.
Proof
Let and . Positivity of follows because the continuous positive function attains its minimum on compact by [F3]. In the coefficient space for pairs of degrees at most and an extra scalar , define by , on , , and for every . The triple lies in , so is nonempty.
The coefficient norm equation, the interval for , and each pointwise inequality defining are closed conditions on the finite coefficient vector, so is closed. Its denominator coefficients have norm , and for every , on . The coefficient norm bound gives , hence is uniformly bounded. For , evaluation at one node bounds the sole coefficient of . For , evaluate at the distinct nodes ; each value is bounded by , so [F7] bounds every coefficient. Thus is bounded.
By [F3], is compact, so its coordinate function has a minimum at some . For every admissible rational with error at most , [F1] supplies a normalized positive reduced representing pair, unique by [F2]; with this triple belongs to . Candidates with larger error exceed . Therefore .
For the minimizing pair, is a nonzero nonnegative polynomial because its coefficient norm is . Its zero set in is finite by [F4]. The defining inequality of and give for every . At any zero of , repeated use of [F5] writes with and, if , writes with . If and , then [F8] and [F4] give on a punctured one-sided neighborhood of inside . By continuity in [F6] and , is bounded below by a positive constant on a sufficiently small such neighborhood, so is unbounded as from within , contradicting the displayed bound. Hence is divisible by the factor of at every interval zero; this is automatic if . Thus every interval zero of cancels from the quotient.
For each interior zero of , its multiplicity is even: an odd multiplicity would make change sign across , contradicting on . Form from the factors at interior zeros (where is even), at if it is a zero, and at if it is a zero. Then on and off the finite zero set of . Step 3.2 shows that divides both and . Write and . The exact multiplicities included in make nonzero at every zero of ; elsewhere, and , so . Since is continuous by [F6], positivity off the finite zero set makes it nonnegative at each removed zero; its nonvanishing there makes it positive on all of . At every point outside those zeros, divide the defining inequality by to obtain . Thus there. The quotient and are continuous on by [F6], so the same bound holds at the cancelled zeros by continuity. Reduce using [F2]. The reduced denominator still has no zero on because it divides ; it is continuous by [F6] and has constant sign by [F9] (otherwise the intermediate value theorem would give a zero). A common sign change makes it positive, and a further positive scaling gives coefficient norm . The resulting pair is admissible and represents the same quotient, hence has error at most . Therefore . Together with step 3.1, equality holds and the infimum is attained.
Depends on
- Weighted rational minimax families and defect
- Complete ordered field (least-upper-bound property)
- 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
- Reduced real rational representations are unique up to scale
- Polynomial coefficients are bounded by values at fixed distinct nodes
- A real polynomial vanishing at $a$ is divisible by $x-a$
- 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
- Intermediate value theorem, by bisection with a canonical left-half rule: a continuous function on $[a,b]$ takes every value between $f(a)$ and $f(b)$
- A nonzero real polynomial of degree $n$ has no more than $n$ distinct real roots
- Over an integral domain, degrees add under multiplication of nonzero polynomials
Used by
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Sources
- Lloyd N. Trefethen, Approximation Theory and Approximation Practice, Chapter 24 (standard reference, not scraped)
- András Kroó and Allan Pinkus, Strong Uniqueness, §6.1 (standard reference, not scraped)