If polynomials with integer monomial coefficients converge uniformly to , their values at zero and one are integers converging to and . A convergent integer sequence is eventually constant: once all its terms lie in an interval of length less than one they must agree. Hence both endpoint values are integers.
Conversely assume those values are integers. The rounded Bernstein polynomial is an integer-coefficient polynomial, because its displayed scalar coefficients are integers and each expands with integer coefficients. Part b gives its vanishing distance from . For completeness, the remaining uniform convergence follows directly from uniform continuity. Let have the binomial distribution with parameters ; then , , and . Splitting into and its complement, and applying Chebyshev's inequality, gives
where is the modulus of continuity. First choose to make the first term small uniformly, then take large. The triangle inequality now gives . We have proved the integer-coefficient polynomial approximation characterization
The coefficient sum is finite, so the Weierstrass M-test makes the cosine series uniformly convergent and continuous. Put and . The indicated partial sum belongs to because its largest frequency is . Its tail satisfies
and equality holds at . Thus its supremum norm error is exactly .
At the points , , every omitted frequency is an odd integer multiple of . Indeed for ,
Uniform convergence permits summing these values, giving
These are cyclically alternating extrema. Since , there are of them, so the trigonometric Chebyshev alternation theorem proves that the partial sum is the unique best approximant. Consequently the positive lacunary trigonometric series has
The positivity of every tail coefficient makes the same tail attain its full coefficient sum with alternating signs; a triangle bound alone would not establish optimality.
Use the standard knot-domain convention in which the spline space contains every polynomial of degree at most on , with completed or clamped endpoint knots. The De Boor–Fix functional extracts a local spline coefficient, and its Hahn-Banach theorem extension is linear on continuous local data with the stated bound. Only that bound and spline reproduction are needed here.
For in a knot cell , support and Gram bandwidth of B-splines implies that only indices
can contribute, restricted also to . Every corresponding local support lies inside
Nonnegativity and subpartition of unity for B-splines therefore give
Taking the supremum over the cell proves the local stability estimate for spline quasi-interpolation:
Endpoint limits follow by continuity for ; the order-one version uses the usual one-sided interval convention.
Let and . Choose any point in the stencil and form its degree- Taylor polynomial . The Taylor theorem remainder gives
The polynomial is itself a spline, so . By linearity and the local stability estimate,
Taking the maximum over cells yields
The constant depends only on and the supplied functional bound, not on mesh ratios or the number of knots.
The endpoint convention is essential to the global assertion. The domain can be the basic knot interval, with any needed exterior data extended smoothly, or the full approximation interval can use clamped endpoint knots. If one instead takes a finite, unclamped collection on the entire outer support interval , every order- basis function vanishes at , so and uniform approximation to the constant one there is impossible. This does not affect the local estimate; it explains the usual boundary completion implicit in the global spline approximation statement.
First take , so the simple-knot B-splines are continuous, vanish at both support endpoints, and are strictly positive inside their supports. Thus the diagonal condition is . We prove both directions of the Schoenberg–Whitney theorem, deriving the weighted zero-count fact needed for sufficiency rather than relying on an ambiguous coefficient-free hint.
For necessity, suppose . If , then for every row and column we have , hence . The first rows have nonzero entries in at most columns and are linearly dependent. If instead , then for and we have , so those entries vanish. The last rows have nonzero entries in at most columns and are again dependent. In either case the B-spline collocation matrix is singular. Thus invertibility implies the diagonal positivity condition.
We establish two elementary spline facts for the converse. For local linear independence of B-splines, extend the strictly increasing knots in both directions. On a cell the active basis functions have indices . Their knot polynomials are . The Cox-de Boor recurrence proves Marsden's identity
Here is the induction behind that identity. For order one the indicator functions sum to one. On passing from order to , collect the coefficient of each lower-order basis function. With , , its extra factor is
Thus the identity at one order multiplies by at the next.
The polynomials are independent: evaluate successively at . The first evaluation isolates ; after its coefficient has been eliminated the next isolates , and so on, with nonzero diagonal factors because the knots are distinct. Comparing powers of in the identity then shows that the active span all polynomials of degree at most on the cell. There are of them, so they are independent. In particular, a spline vanishes on a whole open cell exactly when all its active coefficients vanish. Padding the finite coefficient vector with zeros makes this fact apply also near the outer knots.
Next let be a real spline on , with no identically zero knot cell there. The simple-knot B-spline regularity gives , and its derivatives through order vanish at both endpoints because it is supported on the closed interval. Suppose it has distinct interior zeros. Its zero set initially has connected components, counting the endpoints; the zeros are isolated because no cell vanishes identically.
A useful form of Rolle's theorem counts zero components, including any zero intervals that arise after differentiation. Between two successive zero components a real differentiable function is nonzero and has an interior extremum, supplying a zero of its derivative. These derivative-zero components are distinct: a zero interval connecting two such extrema would make the original function constant across an intervening zero and nonzero gap, which is impossible. If its derivative also vanishes at both endpoints, those supply two further distinct components. Thus differentiation increases the zero-component count by at least one. Apply this successively through derivative order ; every required endpoint derivative vanishes. No derivative in this process can vanish identically: that would make a global polynomial of degree below , with all its endpoint derivatives through that degree zero, forcing . The final derivative has at least zero components.
That final derivative is continuous and piecewise affine on knot cells. Each closed affine cell can meet at most one zero component: two different zeros would force the whole cell to vanish, joining them into one component. Every zero component meets a cell, so there are at most of them. For this argument applies directly without differentiation. We have proved the compact-support spline zero count
This proof also accommodates zero intervals of the derivatives; counting them as infinitely many distinct zeros would invalidate a naive repeated-Rolle argument.
Now assume for all and suppose for a nonzero coefficient vector. Since is real, a nonzero real null vector can be chosen. Set , so for all . Consider one connected component of the union of the open supports of the terms with . If its first and last indices are , the component is exactly . On this interval equals . Each knot cell in has at least one active nonzero coefficient, so local independence ensures does not vanish on any whole cell.
For every , diagonal positivity gives , and this places inside . Thus has the distinct zeros , contradicting the upper bound . There is no nonzero null vector, proving sufficiency. Together the two directions give
For completeness, order consists of disjoint interval indicators, with the usual left-closed, right-open convention. An invertible ordered collocation requires exactly one site in each interval; ordering makes this equivalent to , and the matrix is then the identity. This handles possible sites at left knots without incorrectly replacing positivity by a strict interior inequality for order one.
Write the two formal pseudodifferential operators in normal order as
where and . The formal pseudodifferential composition rule gives
Thus whenever is not identically zero, in particular when both leading coefficients are nowhere zero. In general the rigorous statement over the specified coefficient algebra is .
The leading scalar coefficients commute. Subtracting the reversed composition also cancels the terms involving , leaving
Therefore the order filtration of formal pseudodifferential operators gives
with equality precisely when the displayed coefficient is not identically zero. The bound can be strict: constant-coefficient powers of commute, giving the zero operator, whose order can be assigned .
There is also a genuine qualification to product-order addition in . Choose nonzero smooth functions with disjoint compact supports and take . Each has order zero, but their product is zero. Nonzero coefficients as elements of this algebra need not have a nonzero product. Thus an unqualified assertion of exact product order requires an additional leading-symbol hypothesis.
Use the formal pseudodifferential composition rule on each coefficient and then the exponential eigenfunction convention. For every integer ,
Consequently
Collecting all terms of a fixed power of the spectral parameter gives the useful answer
The sum defining each is finite. For example,
and
This is the action on a formal pseudodifferential wave function. It is a formal expansion near , with carried as a formal prefactor. It does not assert convergence for finite , and negative powers are not evaluated at .
First let . The ordinary Leibniz rule, applied to a test function , gives
Equivalently, the composition of differential operators is
For completeness, this formula follows by induction: applying differentiates either the coefficient or the remaining derivative of , and the two contributions combine by . The initial case is multiplication by .
For all integers , define and . The formal pseudodifferential composition rule is
For , , so this is usually an infinite series. In particular
Applying on the left gives : all later coefficient derivatives cancel in pairs. This uniquely determines the normal-ordered inverse expansion. Repeating the inverse construction, or using the same binomial recurrence downward in , gives every negative power. More explicitly, applying to the proposed -series yields coefficient at , so it is consistent with the already determined -series. Negative powers here are formal; differentiation on all of has a nontrivial kernel and has no genuine two-sided inverse there.
Use the canonical representatives of functionals of : , . The formal pseudodifferential composition rule gives
and the reversed product has exchanged. Therefore
Multiplying by on the left, only the leading displayed commutator term can produce a residue. Differentiation of its coefficient produces powers at most , and multiplication by produces powers at most . Thus
and, with the trace convention of part (i),
There is no dependence in this bracket.
Moreover , so and . If is the distributional field bracket, it is characterized by
Since , the answer is
The Dirac delta is periodic in the periodic setting, or the ordinary Dirac delta on the real line with admissible test functions. This is the first Hamiltonian structure of the KdV equation, with Poisson operator . Its skewness follows by integration by parts; its coefficients are constant, so the functional Jacobi identity has no coefficient-variation terms.
A qualification is needed if the displayed trace formula is interpreted as a bracket on the reduced space for arbitrary operator representatives. Multiplication by a function gives , yet direct expansion gives
With on a period , the latter is . Hence the formula does not descend through every possible representative of a functional on this reduced affine space. The requested representatives, used consistently for variational gradients, give the well-defined constant field bracket just computed; a general restriction from the ambient operator algebra needs an appropriate reduction.
Write , setting unused coefficients to zero. Split the Adler trace into its fixed leading part and variable parts:
Cyclicity from part (i) gives
Thus this Hamiltonian trace functional on monic differential operators has the required form
To make each coefficient explicit, expand by the Leibniz rule. A term with derivatives of contributes to the residue exactly when . Consequently,
These are smooth functions depending on , not on the variable coefficients of . In particular and . The coefficient must be included: it appears in the displayed sum even though the printed coefficient list starts at .
The monic operators form an affine space, not a vector space. Accordingly is affine in the coordinates , with constant , and its differential is linear in variations. Its variational derivatives are . It is the restriction of a linear trace pairing on the full operator space, which explains the terminology without discarding the constant term.
Put every formal pseudodifferential operator in normal order, with all coefficient functions on the left. Its formal pseudodifferential residue is the coefficient of . The Adler trace is
Here and below, use periodic coefficients and integrate over a period, or impose convergence and vanishing boundary terms on the real line. Equivalently, the algebraic integration functional must annihilate total derivatives. This convention is needed for the requested trace property; arbitrary elements of do not supply it automatically.
It suffices to compute with monomials , . Write . If , no term in either product has power , so both residues are zero. If , the formal pseudodifferential composition rule gives
Since , reversal of the factors in the numerator proves
After integrations by parts, . Hence the two product traces agree. More explicitly, for their residue difference is the total derivative
For the residue difference is . In products of operators bounded above in order, only finitely many monomial pairs can contribute to a residue: the required is nonnegative, so the two downward coefficient indices have a bounded sum. Summing the monomial result therefore proves
The boundary convention is substantive. Without it, take , . Both individual residues vanish, but and its integral over is , not zero. The primitive has unequal limits at the two ends. Also a generic smooth residue need not have a convergent integral at all. Thus the proof supplies the intended cyclic trace under its necessary analytic or formal integration convention.
The coefficients of the formal series must be smooth functions , rather than points of . Interpret complex parameter values in the complexified function algebra. The Casimir function condition for the Poisson pencil is a coefficientwise formal identity:
Equality of the formal coefficients proves
These are the Lenard-Magri recursion relations, valid for every smooth function .
For and , use the recursion in the first argument, then antisymmetry and the recursion in the second:
Each step lowers the first index while raising the second. Iterating times gives
because is a Casimir function of the first Poisson structure. This includes directly. The recursion one step higher then gives
Thus the commuting coefficients of a Poisson pencil Casimir satisfy
They are therefore Poisson-commuting functions for every member of the Poisson pencil. The argument proves involution, not functional independence; an infinite sequence can contain repetitions or zero coefficients.
Since on and the coefficients are summable, the Weierstrass M-test gives uniform convergence of this positive lacunary Chebyshev series and makes its sum continuous.
Let be the largest integer with , and set when . The candidate and its tail size are
The empty sum for is zero. The candidate has degree at most . The triangle inequality bounds its error by the proposed tail sum, and equality holds at , since every Chebyshev polynomial has and all tail coefficients are positive. It remains to prove that another polynomial cannot improve this error.
Put , the first omitted degree, so . At the points for , every omitted term has
because is odd. Uniform convergence therefore gives
These distinct points run in decreasing order; reversing their order still gives alternating signs. Since , select consecutive ones and apply the Chebyshev alternation theorem. It proves both optimality and uniqueness of the displayed candidate. Thus the best polynomial and the error stay unchanged between successive powers of three; this exact truncation property depends on the synchronized tail signs, not on a general rule that truncating a Chebyshev expansion is optimal.
This addresses the general interpolation bound in part (I); the subsequent (a)–(c) address the cubic case in part (II). Write the interpolant in the B-spline basis as
The stipulated uniquely defined spline interpolation operator presupposes invertibility of the B-spline collocation matrix. For the standard increasing distinct sites, the conditions give it by the Schoenberg–Whitney theorem. Thus .
Use the standard partition-normalized B-splines of the question: they are nonnegative and satisfy the subpartition of unity for B-splines, . This also holds outside the basic knot interval; one may extend the knots and regard the finite family as a subfamily of a full partition of unity. The recurrence proof of the full partition is given in Question 6(c). Repeated knots retain the same nonnegativity and subpartition properties, with zero-denominator recurrence terms interpreted as zero or by knot limits. Consequently
Sampling has norm at most one, , and so
Here the induced matrix norm is the maximum absolute row sum. The label -normalized means the usual partition normalization, not rescaling each spline to have maximum value one. Such a rescaling would invalidate the specific coefficient bound and the cardinal values used below.
We first derive the recurrence needed for the partition of unity. Denote an order- partition-normalized spline by . For , set , so . The elementary product identities for divided differences are
They follow from the Leibniz rule for divided differences because the divided differences of the linear factor vanish above first order. Use the first identity on and the second on . Subtracting cancels the common middle-block term. The defining divided-difference recurrence for then gives
This is the Cox-de Boor recurrence, derived here from the specified normalization rather than assumed as a partition theorem.
Extend the distinct knot sequence in both directions to a strictly increasing sequence tending to . For order one, , so the full sum equals one. All higher-order splines are supported on , making the following sums locally finite. Reindexing the second term of the recurrence yields
Induction proves that the full sum is one for every order. The same recurrence gives nonnegativity: each coefficient is nonnegative wherever its associated lower-order spline is nonzero. Removing splines therefore gives the subpartition of unity for B-splines on the whole line.
For , a spline with index ends no later than , and one with starts no earlier than . They all vanish, leaving exactly the indices . For the splines are continuous and vanish at their support endpoints, so the equality extends to the closed basic knot interval:
If order one is allowed, the standard half-open indicator convention gives equality on ; to include its final endpoint literally, assign the left-limit value there. This harmless endpoint convention does not change integrals or norms. For the continuous splines of order at least two no such convention is necessary.
Two absolute values on a field are equivalent absolute values when they induce the same topology. For nontrivial absolute values on a field this is equivalent to
for a fixed real number . The trivial absolute value is equivalent only to itself.
Restriction of a Non-Archimedean absolute value plainly preserves the ultrametric inequality. Conversely, if the restriction is non-Archimedean, every integer, interpreted in either field, has absolute value on a field at most one. In particular every binomial coefficient has absolute value on a field at most one. The triangle inequality applied to the binomial expansion gives, for and every positive integer ,
Raise both sides to the power and let . Since , this yields
This is the bounded-integer criterion for a non-Archimedean absolute value. The proof works for arbitrary field extensions, not just algebraic ones, and in positive characteristic as well.
Fix a basis of a finite-dimensional vector space over , and let be a norm homogeneous for the given absolute value on a field and satisfying the ultrametric inequality. Write . The upper bound
is immediate. For the lower bound use induction on . The one-dimensional case is homogeneity. For the induction step, the span of is complete for its restricted norm by the induction comparison with the coordinate norm and completeness of . A complete vector subspace of a metric space is closed, so
For with , scaling by gives ; the same coefficient bound is trivial when . Also
The induction bound controls every coordinate of by a constant times . Together with the bound on , this proves .
Two extending absolute values on a field on are norms of this kind on its finite-dimensional vector space over . Hence there is with for every . Apply this to and use multiplicativity:
Letting gives . Interchanging the two norms gives equality. Thus
The proof covers the trivial base absolute value on a field too. It proves uniqueness, without assuming an existence theorem or compactness of the coordinate sphere .
A local field is nondiscrete and locally compact. In the non-Archimedean case its valuation ring is compact by the scaling argument in part (b). Any Cauchy sequence has a tail in a translate of a compact ball, so has a convergent subsequence; the Cauchy property forces the whole sequence to converge. Thus the field is complete. Part (b) gives a discrete valuation, a uniformizer , and a finite residue field , .
We construct the coefficient field rather than presuming it exists. The polynomial has derivative in characteristic . Every residue element therefore has a unique polynomial root lift by Hensel's lemma. The set of these lifts is a field: qth powers preserve addition and multiplication, so sums and products remain polynomial root lifts; a nonzero lift has inverse . Reduction identifies with . This is the finite coefficient field in positive-characteristic local fields.
For , choose with the same residue, write , and repeat with . Completeness gives
The first nonzero coefficient determines the valuation, so the expansion is unique. Multiplying an arbitrary field element by a suitable power of reduces it to this case. Consequently substitution gives a valued-field isomorphism
Addition and multiplication agree with those of Laurent series by convergence, and a nonzero series has a nonzero leading coefficient, establishing injectivity as well as surjectivity.
Conversely, is complete for its T-adic absolute value on a field. Its valuation ring is compact: fixing finitely many coefficients gives the finite partitions into balls, and the successive coefficient choices realize the inverse limit of the finite rings . Equivalently it is the product of countably many finite discrete coefficient sets. Thus it is a non-Archimedean local field. Distinct give nonisomorphic valued fields because their residue fields have different sizes. Replacing by any number in gives an equivalent absolute value on a field.
Put . For an unramified extension the ramification index is one and . The residue has degree over . Thus are linearly independent over : a nonzero linear dependence can be divided by a coefficient of least valuation and reduced to a nonzero relation among the reduced powers. Hence , and generates .
The same argument gives the integral statement, which is stronger than merely generating the field. Write
If , divide by . Since remains a uniformizer in the unramified extension and the reduced powers form a basis of , the resulting sum has nonzero residue. Therefore . In particular is integral if and only if every coefficient is integral. This proves unramified residue generator integral basis:
For the finite separable field extension define the inverse different, or codifferent, by
It is a fractional ideal of . The different ideal is its inverse fractional ideal.
Suppose the integer ring is generated by , with monic minimal polynomial of an algebraic element of degree . We prove the derivative formula using the coefficient pairing for a monogenic algebra. If are its distinct conjugate polynomial roots, Lagrange interpolation for a polynomial of degree less than gives
Comparing coefficients of yields
For any integral polynomial, first reduce modulo ; the coefficients stay integral because is monic over .
It follows that lies in the codifferent. To prove equality, consider the matrix
All entries are integral. Entries with are zero, and those with are one. Reversing the column order makes the matrix triangular with diagonal ones; thus its determinant is a unit of .
Write an arbitrary as with . Membership in the codifferent says . Since is invertible over , this forces every integral. Therefore
Separability ensures that ; the trace pairing calculation also proves that no extra factor has been overlooked.
Let be a finite Galois extension of non-Archimedean local fields, with Galois group , normalized valuation , integer ring , and residue characteristic . The lower ramification numbering is
These higher ramification groups measure successively finer agreement with the identity. The group is the inertia group, the kernel of the action on the residue field. Each is normal in : conjugation permutes integral elements and preserves their valuations. The groups eventually become trivial, since each nonidentity automorphism moves some integral element and its displacement has finite valuation.
Let , the maximal unramified subextension of a local field extension. Then is the Galois group of the residue extension, cyclic and generated by a Frobenius automorphism. For a uniformizer of , the uniformizer criterion for lower ramification groups gives
To see why one uniformizer suffices, the extension is totally ramified and its integer ring is . Elements of fix its coefficients. Differences of powers of are divisible by , so the valuation bound for implies it for every integral element. The converse follows by testing itself.
The tame inertia quotient is seen explicitly from
It is a homomorphism because inertia acts trivially on the residue field, and its kernel is . Thus is cyclic of order not divisible by . For , the homomorphism
has kernel . Indeed composing two automorphisms adds the leading displacements, since and inertia fixes residue coefficients. Hence each is an elementary abelian p-group. Eventual triviality makes a p-group; the prime-to-p quotient makes it the unique Sylow subgroup of . This is the wild inertia group. Tame ramification means .
The filtration also measures the different exponent. For the totally ramified extension over , the minimal polynomial of an algebraic element of has polynomial roots , . The derivative formula gives
For a fixed , its displacement valuation is the number of indices for which it belongs to . Interchanging the finite sums therefore gives different exponent from ramification groups:
The unramified part contributes zero. More generally different in a tower follows by taking products of bases of a module dual for the trace pairing, and gives
Thus a tame extension has different exponent , while nontrivial wild groups contribute additional positive terms.
The lower numbering restricts to subgroups: if , its groups are , directly from the definition using the same top-field valuation. Quotients need a different indexing. For real put and define the Herbrand function
This upper ramification numbering stretches or compresses intervals according to the inertia indices. The quotient theorem says that for a normal subgroup , upper ramification groups commute with quotients:
In particular the same upper index has a meaning compatible with passing to a smaller Galois extension, which lower indices generally lack.
For a tame totally ramified extension the picture is simple: , all with are trivial, and the different exponent is . The extension for odd illustrates this, giving exponent .
A mixed-characteristic wild family is the lower ramification filtration of a prime-power cyclotomic extension. Take with odd and . If and modulo , then
The last equality follows because has order and its uniformizer valuation scales by the ramification index in that cyclotomic tower. The lower breaks are . Integrating the successive indices gives upper breaks .
In equal characteristic there is an equally explicit wild example. Start with and an Artin–Schreier extension
There is no polynomial root in : a negative-valuation element has , while the right side has valuation . Adjoining a polynomial root splits the polynomial, whose polynomial roots are for , so the extension is cyclic of degree . The valuation equation forces total ramification, and . Choose with and set . Then is a uniformizer. For a nonidentity automorphism ,
the first binomial coefficient is nonzero modulo , and all subsequent terms have strictly higher valuation. Therefore
This is the ramification break of an Artin–Schreier pole. It shows concretely that wild breaks, unlike tame inertia, can occur arbitrarily far out in the filtration.
The lower groups measure integral displacements, the upper groups make quotient comparison possible, and the sizes of the groups determine the different.