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Calderón–Zygmund Decomposition and Singular Integrals
1 · Prerequisites
- Absolute and Conditional Convergence; Rearrangement; Products
- Areas of Elementary Plane Figures
- Binary Operations, Monoids, Groups and Subgroups
- Bounded Linear Operators and Quotient Spaces
- Compactness
- Compactness in Metric Spaces
- Completeness, Completion, and Uniform Continuity
- Complex Lp Spaces and Test-Function Conventions
- Construction of the Natural Numbers
- Construction of the Real Numbers via Cauchy Sequences
- Construction of the Real Numbers via Dedekind Cuts
- Continuity, IVT, EVT, and Uniform Continuity
- Cosets, Index and Lagrange's Theorem
- Countability and Uncountability
- Countability Axioms and Cardinal Functions
- Darboux, L'Hôpital, and Taylor's Theorem
- Density Separability and Convolution in Lᵖ
- Determinants of Matrices over a Commutative Ring
- Distributions Test Functions and Differentiation
- Divisibility, Euclidean Domains, Principal Ideal Domains and Unique Factorisation
- Dual Spaces Adjoint Operators and Annihilators
- Dual Spaces, Bilinear and Quadratic Forms, and Sylvester's Law of Inertia
- Equivalent Forms of Completeness
- Filters and Ultrafilters
- Finite Counting, Factorials and Binomial Coefficients
- Finite Probability and the Probabilistic Method
- Foundations of the Real Numbers for Analysis
- Fourier Multipliers and Sobolev Characterisations
- Fourier Transform Convolution and Approximate Identities
- Fubini and Change of Variables
- Fundamental Trigonometric Identities
- Further Trigonometric Identities and Inverse Functions
- Gaussian Elimination, Elementary Matrices and Reduced Row Echelon Form
- Group Actions, Orbits, Stabilisers and Cayley's Theorem
- Hilbert and Riesz Transforms
- Hilbert Space Geometry and Riesz Representation
- Ideals, Quotient Rings and the Isomorphism Theorems for Rings
- Improper and Parameter-Dependent Multiple Integrals
- Improper Integrals
- Inner Product Spaces, Gram-Schmidt, Projections and Adjoints
- Lebesgue Measure on Euclidean Space
- Limits of Real Functions
- limsup, liminf, and Subsequential Limits
- Linear Independence, Bases and Dimension
- Linear Transformations, Rank-Nullity and Quotient Spaces
- Matrices, the Matrix of a Linear Map, and Change of Basis
- Measurable Functions and Simple Approximation
- Measures and Their Basic Properties
- Metric Spaces
- Mixed Partials, Taylor Formulae, and Extrema
- Modes of Convergence Egorov and Lusin
- Monotone Functions, Discontinuities, and Continuity Sets
- Monotone Sequences, Bolzano-Weierstrass, and Cauchy Completeness
- Normal Subgroups and Quotient Groups
- Normed and Banach Spaces
- Norming and Separation under Hahn–Banach
- Order, Zorn's Lemma, and the Axiom of Choice
- Outer Measure and the Caratheodory Extension Theorem
- Polynomial Rings, the Division Algorithm and Roots
- Power Series and Real-Analytic Functions
- Product Measures and the Fubini Tonelli Theorems
- Properties of the Integral and the Working FTC
- Relations, Functions, and Quotients
- Rings, Subrings, Integral Domains and Fields
- Rⁿ as a Normed Space; Vector-Valued Functions
- Roots, Rational Powers, and Classical Inequalities
- Schwartz Space and the Plancherel Theorem
- Separation Axioms: the Hierarchy
- Sequences and Limits
- Sequences and Series of Functions; Uniform Convergence
- Series: Convergence and the Nonnegative Tests
- Sigma Algebras and Borel Sets
- Simple Field Extensions and the Construction of the Complex Numbers
- Sine, Cosine, and the Definition of Pi
- Subspaces, Products, and Quotients
- Suprema and Infima
- Symmetric Groups, Cycle Decomposition and the Sign Homomorphism
- Tempered Distributions and the Fourier Transform
- The Analytic Hahn Banach Theorem
- The Cantor Set, Baire Category, and Measure Zero in ℝ
- The Complex Exponential and Euler's Formula
- The Derivative and the Mean Value Theorems
- The Duality of Lᵖ and L^q
- The Exponential Function
- The Inverse and Implicit Function Theorems
- The Lebesgue and Riemann Integrals Compared
- The Lebesgue Integral and the Convergence Theorems
- The Logarithm and General Powers
- The Lᵖ Spaces Holder Minkowski and Riesz Fischer
- The Maximal Function and Lebesgue Differentiation
- The Real Gamma and Beta Functions
- The Riemann Integral in Rᵐ and Jordan Content
- The Riemann Integral: Definition and Integrability
- The Topology of Euclidean Space
- The Total Derivative in ℝᵐ → ℝⁿ
- The ZFC Axioms and the Basic Set Constructions
- Topological Spaces and Continuity
- Topology of ℝ
- Triangularisation, Generalised Eigenspaces and Jordan Canonical Form
- Trigonometric and Oscillatory Examples in One Variable
- Vector Spaces, Linear Subspaces, Span and Direct Sums
- Volumes of Elementary Solids and Solids of Revolution
2 · Summary
This page develops the Calderón–Zygmund decomposition and the mapping theory of singular integrals, and then applies it to the Hilbert and Riesz transforms and to Mihlin multipliers. Every argument that needs a choice principle assumes Countable Choice and the spending step is named.
A Calderón–Zygmund kernel is a locally integrable function off the origin with a finite annular mass and finite Hörmander integral; a standard -Hölder kernel is the pointwise-smoothness special case, and the Hölder-to-Hörmander lemma converts the pointwise difference bound into the integral condition with the explicit constant . The decomposition itself is driven by the half-open dyadic cubes of all integer generations: they partition at each generation, are nested or disjoint, and admit ancestors at every coarser generation. The maximal bad cubes at height are pairwise disjoint, and their good and bad parts satisfy the , , and mean-zero bounds recorded in the decomposition lemma.
Combining the decomposition with Chebyshev's inequality and the off-support representation gives the weak endpoint for a Calderón–Zygmund operator, and a two-level interpolation together with duality upgrades it to strong bounds for with the constant . The same machinery applied to the maximal truncations, with Cotlar's inequality controlling the good part and a careful annulus analysis of the bad part, yields weak and strong bounds for and , and a density argument then gives almost-everywhere convergence of the principal-value truncations for the Hilbert and Riesz kernels. The kernels and are verified to be standard -Hölder Calderón–Zygmund kernels, so the strict-range theory applies to them directly.
Finally, the dyadic pieces of a Mihlin symbol are summed to produce an off-support kernel with annular and Hörmander bounds of size , and the strict-range theorem then proves the Mihlin–Hörmander multiplier theorem on for . The closing remark records the weak endpoint for Mihlin multipliers themselves, using their Calderón–Zygmund operator representation. Weak bounds for maximal truncations require the stronger kernel hypotheses of the maximal-truncation theorem. The endpoint belongs to the later BMO page, and no general strong or bound follows.
3 · Logical flowchart
4 · Definitions, theorems and proofs
Marcinkiewicz interpolation from weak (1,1) and strong (2,2)
Statement
Let be a -finite measure space, let , and let be a sublinear operator defined on and taking values in the measurable functions on , which is of weak type with constant and of strong type with constant . Then every satisfies so that is of strong type , with the stated constant.
Facts & Assumptions
Given: A -finite measure space ; an exponent ; a sublinear operator on with weak constant and strong constant ; a function ; a height .
Sublinearity means ; weak type with constant means for all and ; strong type with constant means for all (Sublinear operators and weak or strong type bounds).
The distribution function of is (The distribution function of absolute value), and for measurable and one has (Chebyshev-Markov inequality for the integral).
For measurable and , , both sides possibly (For 0 < p < infinity, the layer-cake formula computes the integral of |f|^p from the distribution function).
On a product of -finite measure spaces, a nonnegative product-measurable function may be integrated in either order (Tonelli's theorem for nonnegative measurable functions on a sigma-finite product).
Elements of are a.e. equivalence classes, and is the quotient norm (The space as the quotient by null functions).
Proof
Fix a representative of and, for each height , split with and ; both are measurable, and , so , , and both lie in ; moreover and pointwise.
Sublinearity gives pointwise, hence , and subadditivity of together with [F1] applied to (weak at level ) and to (strong , then [F2] applied to at level ) yields
Tonelli's theorem applied to the nonnegative product-measurable function on the -finite product converts the first term of the layer-cake integral into an -integral: where the inner integral was evaluated as , legitimate because , and the case contributes .
Likewise, Tonelli applied to gives, since , the inner integral being and the case contributing .
Combining the layer-cake identity [F3] for with step 2.1 and steps 3.1 and 3.2 gives because times the two integrands integrated in steps 3.1 and 3.2; taking -th roots gives the asserted strong bound. Since is determined a.e. by the class of , the bound descends to by [F5].
Calderón–Zygmund kernels and their associated operators
Definition
Fix an integer ; Lebesgue measure, the Euclidean norm, and the complex test-function conventions are those of Complex Lp classes and Euclidean test-function conventions. A Calderón–Zygmund kernel with constants is a pair consisting of a measurable function that is integrable on compact subsets of (A locally integrable function on ) and finite numbers such that and Condition (1) is an annular size condition: it bounds the mass of every dyadic annulus by , uniformly in the scale . It is an integral, not a pointwise, bound: the pointwise estimate implies (1) with , and not conversely. Since every compact subset of lies in with , and the latter is covered by the finitely many annuli for with , condition (1) also implies the local integrability listed above. Condition (2) is Hörmander's condition: an integral smoothness bound at scale . It is translation invariant, in that substituting for and leaving unchanged leaves the value of the integral unchanged, so it may be applied with the origin replaced by any centre .
A linear map with finite operator norm is a Calderón–Zygmund operator with kernel when for every compactly supported the integral converges absolutely for almost every and satisfies Here is the essential support defined in Complex Lp classes and Euclidean test-function conventions; compact support means that this closed set is compact. These conditions depend only on the almost-everywhere class of . Thus the only link between the operator and the kernel is the off-support representation (3): the action of on functions, on general bounded functions, or off the diagonal is not presupposed, and need not be convolution with any distribution. In the mean-zero applications below the absolute convergence in (3) is recovered from Hörmander's condition (2) by Tonelli's theorem; it is automatic whenever is locally square-integrable on .
A principal-value distribution for is a tempered distribution on (Tempered distribution, Schwartz space and its seminorms) that agrees with on , in the sense that for every supported in , and for which some sequence satisfies for every .
Neither the existence of a principal-value distribution nor the existence of any truncation limit is part of the definition of a Calderón–Zygmund kernel: a kernel may fail to have one, and the operator of (3) need not arise from one. Only the annular size condition (1), Hörmander's condition (2), the bound, and the off-support representation (3) are assumed. No choice principle is used in this definition.
Standard (Hölder) Calderón–Zygmund kernels
Definition
Let be a Calderón–Zygmund kernel with constants in the sense of Calderón–Zygmund kernels and their associated operators. Fix an exponent . The kernel is standard -Hölder with constant when Condition (1) is a pointwise estimate on the first difference of at the scale ; it is stated only on the regime , where the two arguments and stay in the punctured space and at comparable distance from the origin. The exponent is kept explicit and may be any number in ; the constant may depend on and on . A Calderón–Zygmund operator whose kernel is standard -Hölder is called a standard-kernel Calderón–Zygmund operator.
The pointwise condition (1) is a sufficient hypothesis for Hörmander's integral condition (2) of the base definition: the next item proves that every standard -Hölder kernel is a Calderón–Zygmund kernel in the sense of Calderón–Zygmund kernels and their associated operators, with the integral constant controlled by . No converse is claimed: a kernel satisfying Hörmander's integral condition need not satisfy the pointwise estimate (1), and the two hypotheses are recorded separately so that each theorem can invoke exactly the one it uses. Likewise no boundedness, no principal-value existence, and no cancellation of spherical means is asserted by this definition. No choice principle is used.
Standard Hölder kernels satisfy the Hörmander condition
Statement
Assume Countable Choice (The Axiom of Countable Choice ()). Every standard -Hölder Calderón–Zygmund kernel with constant (Standard (Hölder) Calderón–Zygmund kernels) is a Calderón–Zygmund kernel in the sense of the base definition (Calderón–Zygmund kernels and their associated operators), and its Hörmander constant may be taken to be
Facts & Assumptions
Given: Countable Choice; a standard -Hölder Calderón–Zygmund kernel with constant , , and its a priori annular constant ; a vector .
is measurable on , integrable on compact subsets of , satisfies the annular bound with , and satisfies whenever (Standard (Hölder) Calderón–Zygmund kernels, Calderón–Zygmund kernels and their associated operators).
Polar coordinates: for a Borel function on , , where is the surface measure with (Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma); the integral over a smaller domain is at most the integral over a larger one (Measures are monotone).
Proof
Fix . By the pointwise Hölder bound of [F1] and monotonicity of the integral,
Polar coordinates evaluate the radial integral: substituting and using , the last step being the elementary integral for and .
Combining steps 1.1 and 1.2 gives ; taking the supremum over shows that Hörmander's condition holds with , while the annular bound holds with by hypothesis. Hence is a Calderón–Zygmund kernel in the base sense with the stated Hörmander constant.
Dyadic cubes of all generations in R^n
Definition
Fix an integer . Let be the integers of The integers as equivalence classes of pairs of naturals with their order and ring operations, and read integer values inside along the canonical embedding. For and a function , the dyadic cube of generation and index is the half-open box (Half-open boxes in and their volume) where is the integer power of Integer powers and the products are read in . The generation of the cube is and its side length is . Since by Laws of integer exponents, the two endpoints of each coordinate interval satisfy , so is a nonempty half-open box with both parameters finite; assuming Countable Choice (The Axiom of Countable Choice ()), its measure, computed from the half-open box measure theorem (A box in with parameters is Lebesgue measurable of measure , whichever of its faces are included), is the product of the equal side lengths
Generations are indexed by all of , not merely by the natural numbers: for the side length is smaller than , for it is , and for the side length is , so cubes larger than the unit cube occur. The cubes with are exactly the generation- dyadic cubes of the measure-theoretic convention Dyadic cubes of generation in , whose generation index is a natural number; that convention is bounded above in size by the unit cube . Such a grid does not suffice for a stopping-time decomposition at a small height: a maximal bad cube can then be the unit cube while the height is far below its average. The all-generations family above is the grid used by the dyadic maximal function and by the Calderón–Zygmund decomposition on this page; the next item proves that it partitions at each generation, that each cube has exactly one ancestor of every coarser generation, and that two cubes are nested or disjoint. All parameters and the generation are determined by the cube as a set, by the parameter uniqueness recorded in Half-open boxes in and their volume. The set construction is choice-free; only the stated identification with Lebesgue measure uses Countable Choice.
All-generation dyadic cubes: partition, volume and nesting
Statement
Assume Countable Choice (The Axiom of Countable Choice ()).
Let and use the all-generations dyadic cubes of Dyadic cubes of all generations in R^n. Then:
- For every the generation- dyadic cubes are pairwise disjoint and cover , and each has volume .
- Every dyadic cube of generation has, for each , exactly one ancestor dyadic cube of generation containing ; in particular the parent of has generation and volume .
- If dyadic cubes of generations intersect, then ; consequently two dyadic cubes are either disjoint or one contains the other, and cubes of one generation are equal or disjoint.
Facts & Assumptions
Given: An integer ; dyadic cubes and of generations ; an ancestor generation ; Countable Choice (The Axiom of Countable Choice ()) is assumed only in claim 1, for the identification of the box volume with Lebesgue measure.
with , the side length is , and every dyadic cube is nonempty (Dyadic cubes of all generations in R^n).
for real parameters; when for every , its box volume is . Empty boxes have volume zero (Half-open boxes in and their volume).
For every real there is exactly one integer with (Integer part: for every real there is exactly one integer with ).
For and integers one has and ; in particular and for every (Laws of integer exponents, Integer powers ).
The order on is total and compatible with addition, and implies (The integers form a totally ordered ring); the canonical embedding is injective, preserves the order, and has image exactly the nonnegative integers, so every positive integer is the image of a unique natural number (The naturals embed in the integers, The integers as equivalence classes of pairs of naturals).
Finite products are defined by the recursion , , and (Finite sums and finite products, by recursion, Laws of finite sums and finite products).
Every half-open box with real parameters satisfying for every is Lebesgue measurable with (A box in with parameters is Lebesgue measurable of measure , whichever of its faces are included).
Proof
For a real there is exactly one integer with : applying [F1] to gives a unique with , and satisfies ; uniqueness follows because any integer with gives , so and .
For and real , the condition is equivalent to , because and by [F2]; multiplying the chain by preserves the two inequalities.
For integers one has : by [F3] the positive integer is the image of a natural number , and every nonzero natural number satisfies (its predecessor is a natural number), so . Consequently, if integers and , and a real , satisfy and , then and : if then and , a contradiction, and if then , contradicting .
The box has Lebesgue measure , the last two equalities by the finite-product recursion and the power laws; here denotes Lebesgue measure, identified with the box volume by [F5].
Given , step 1.1 applied in each coordinate to the real produces exactly one integer with ; by step 1.2 the function is the unique index of a generation- dyadic cube containing . Hence the generation- cubes cover and no two distinct ones share a point, and by step 1.4 each has volume .
Put and ; by [F2], and , so in coordinate the cube is cut out by while is cut out by . If , step 1.3 with , , and gives and in every coordinate, so .
Fix and take the upper corner of ; the half-open convention places in . By step 2.1 there is exactly one generation- cube containing . Since and intersect and , step 2.2 gives . If is another generation- cube containing , it contains , hence by step 2.1. This proves unique ancestry without any erroneous scaling of the integer index. For the parent , step 1.4 gives .
Claim 1 is steps 2.1 and 1.4, claim 2 is step 3.1, and claim 3 is step 2.2 together with its same-generation special case; this proves the lemma.
Maximal dyadic cubes above a level
Statement
Assume Countable Choice (The Axiom of Countable Choice ()).
Let and , and let the dyadic cubes be the all-generations cubes of Dyadic cubes of all generations in R^n. The dyadic cubes with average that are maximal under inclusion form a countable family of pairwise disjoint cubes; their union is exactly the dyadic maximal superlevel set , where over all generations; each such satisfies ; and .
Facts & Assumptions
Given: and ; a dyadic cube of generation with centre-related index ; the all-generations dyadic grid of Dyadic cubes of all generations in R^n; two dyadic cubes of generations .
For every generation the generation- cubes are pairwise disjoint with union and volume ; every dyadic cube of generation has for each exactly one ancestor of generation containing it, and the parent has volume ; and if two dyadic cubes intersect then one contains the other (All-generation dyadic cubes: partition, volume and nesting).
for every measurable , and every dyadic cube has finite volume (The class of integrable functions, Dyadic cubes of all generations in R^n).
The set is countable, and every subset of a countable set is countable (Finite, countably infinite, countable, uncountable, Every subset of an at most countable set is at most countable); finite and countable sums of nonnegative extended reals are defined by the usual supremum over finite partial sums (Series in the nonnegative extended real line).
Proof
Call a dyadic cube bad when . Every bad cube satisfies , so ; in particular there is a scale above which no bad cube lives.
A bad cube is maximal exactly when none of its strictly larger ancestors is bad: by [F1] any intersecting cube is nested, and any containing cube of coarser generation is the unique ancestor of that generation. Every maximal bad cube therefore has a good parent. A good parent alone need not imply maximality; coarser ancestors must also be excluded. Distinct maximal bad cubes are disjoint, since nesting would otherwise make one a strictly larger bad cube containing the other. The family is countable because it is a subset of the dyadic grid parameterized by ; no selection is required.
Every bad cube is contained in a maximal bad cube. Let be bad of generation , and let , where is the unique generation- ancestor of from [F1]. The set is nonempty because , and it is bounded below: if then by step 1.1, so and exceeds a fixed bound. A nonempty subset of that is bounded below has a least element ; the ancestor is bad by definition, and every strictly larger ancestor has generation and is not bad by minimality. Thus is maximal by step 1.2, and contains .
Let be a maximal bad cube and its parent; by step 1.2 the cube is good, that is, . Since and by [F1], , so the average of every maximal bad cube is at most . For the sum, the maximal bad cubes are pairwise disjoint by step 1.2, so with disjoint additivity and monotonicity of the integral, because each maximal bad cube has average ; hence , the sums being understood as suprema of finite partial sums over the countable family.
The union of the maximal bad cubes is . If lies in a maximal bad cube , then [F1] gives . Conversely, if , then by definition of the supremum over a nonempty set of real numbers there is a dyadic cube with , i.e. is bad; step 2.1 provides a maximal bad cube containing , hence containing .
Steps 1.2 and 2.1 give the countable pairwise disjoint maximal family with the containment property, step 3.1 identifies its union with , and step 2.2 gives both the average bound and the sum bound. This proves the lemma.
Radially decreasing kernels are dominated by the maximal function
Statement
Assume Countable Choice (The Axiom of Countable Choice ()).
Let be a measurable, radially nonincreasing, integrable function on : that is, whenever and whenever . Let . Then for every , where is the centered Hardy–Littlewood maximal operator and both sides may be .
Facts & Assumptions
Given: Countable Choice (The Axiom of Countable Choice ()), which is assumed both by the definition of the maximal function [F1] and by the scaling identity [F5]; a radially nonincreasing integrable ; a function ; a point ; a height .
, with values in (The centered and uncentered Hardy-Littlewood maximal functions); consequently for every whenever .
For measurable one has (Measures are monotone), and every Euclidean ball is Lebesgue measurable with (Euclidean balls have positive finite Lebesgue measure).
For measurable and , , both sides possibly ; in particular the case computes (For 0 < p < infinity, the layer-cake formula computes the integral of |f|^p from the distribution function).
On a product of -finite measure spaces, a nonnegative product-measurable function may be integrated in either order (Tonelli's theorem for nonnegative measurable functions on a sigma-finite product).
For nonzero real and Lebesgue measurable , (For a nonzero real , dilation by multiplies Lebesgue outer measure by , and reflection in the origin preserves it); in particular for , and is continuous.
Proof
Fix and put for ; then is measurable and locally integrable, , and substitution (with and translation invariance of ) gives , that is, ; if , the nonnegative integrand vanishes almost everywhere and both sides are zero (with the usual zero-times-infinity convention). Otherwise the case makes the desired inequality trivial, so assume and fix a height .
For put and , using when . Then : if , then for every radial monotonicity and the definition of the supremum give , so for all , which is impossible because as . Moreover for every : the first inclusion uses that provides with and then , and the second uses for . Consequently, by monotonicity [F2] and the scaling identity [F5], so letting along and using continuity of yields .
For every one has by [F1] and step 1.1, hence for every the inclusions of step 1.2 give letting as in step 1.2 gives .
The layer-cake identity [F3] applied to with , together with from step 1.2, gives .
The pointwise identity for , Tonelli's theorem [F4] applied to the nonnegative product-measurable integrand , and steps 2.1 and 2.2 give which is the asserted inequality; the case was already trivial in step 1.1.
Calderón–Zygmund decomposition at height λ
Statement
Assume Countable Choice. Let and . Then almost everywhere, where the cubes are the maximal all-generation dyadic cubes of Maximal dyadic cubes above a level, satisfies and , and satisfies , almost everywhere, and ; moreover .
Facts & Assumptions
Given: and ; the maximal bad dyadic cubes of the previous lemma, pairwise disjoint with and ; the functions and defined above.
The maximal bad cubes (cubes with , maximal under inclusion) are countable, pairwise disjoint, have union , and satisfy and (Maximal dyadic cubes above a level).
A family shrinks nicely to with constant when and ; if for each in a set such a family is given, then for almost every the averages of an function over converge to the function value as (Differentiation holds along families shrinking nicely, Almost every point is a Lebesgue point of a locally integrable function).
Proof
The functions and are measurable, is supported in , and everywhere: on the sum has the single nonzero term by disjointness of the , while off one has and every . Moreover and .
On each bad cube, , so on ; off one has and all dyadic cubes through are good, so the averages of over those cubes are at most . These cubes, indexed by generation and assigned to the parameter for the generation- cube through and extended constantly on , shrink nicely to with a dimensional constant: each lies in and has measure . Hence [F2] gives for almost every , and since there, almost everywhere.
From step 2.1, , and . Together with step 1.1 and the bounds and from [F1], this is the asserted decomposition.
The good part has controlled L2 image
Statement
Assume Countable Choice. Let be a Calderón–Zygmund operator with kernel constants and norm , and let be the Calderón–Zygmund decomposition of at height (Calderón–Zygmund decomposition at height λ). Then
Facts & Assumptions
Given: , , its Calderón–Zygmund decomposition with good part at height ; a Calderón–Zygmund operator with norm bound .
The good part satisfies with (Calderón–Zygmund decomposition at height λ).
is linear with for every (Calderón–Zygmund kernels and their associated operators).
For a measurable and , ; more precisely by Chebyshev's inequality applied to at level (Chebyshev-Markov inequality for the integral).
Proof
Since by [F1], linearity of gives with .
Chebyshev's inequality at level applied to , followed by step 1.1 and the bound of [F1], gives which is the asserted estimate.
The bad part is integrable away from expanded cubes
Statement
Assume Countable Choice (The Axiom of Countable Choice ()).
Let be a Calderón–Zygmund operator with kernel constants (Calderón–Zygmund kernels and their associated operators), let be a dyadic cube (Dyadic cubes of all generations in R^n) with centre , and let be supported in with . If is the cube concentric with whose side length is times the side length of , then
Facts & Assumptions
Given: A Calderón–Zygmund operator with kernel and constants ; a dyadic cube of side length with centre ; the concentric cube of side length ; a function supported in with .
is linear and -bounded, and for every compactly supported one has for almost every , the integral converging absolutely there; the Hörmander condition reads and is invariant under replacing the origin by any centre (Calderón–Zygmund kernels and their associated operators).
and in the notation of Dyadic cubes of all generations in R^n; the Euclidean and supremum norms on satisfy .
On a product of -finite measure spaces a nonnegative product-measurable function may be integrated in either order, both integrals possibly (Tonelli's theorem for nonnegative measurable functions on a sigma-finite product).
Proof
If and , then and , so by [F2] ; hence , and in particular and .
For almost every one has, using [F1] and the mean-zero condition, because vanishes off , the subtracted term is the constant times , and by step 1.1.
By step 2.1 and nonnegativity, for almost every , Integrating this inequality over , whose complement has finite measure at every scale and which is -finite, and applying Tonelli's theorem [F3] to the nonnegative product-measurable integrand gives
For the difference integrand is zero. For every other the inner integral is at most : by step 1.1 the domain is contained in , and the change of variables , turns the integral over that larger set into by the translation-invariant Hörmander condition of [F1]. Substituting into step 3.1 yields the asserted bound .
Calderón–Zygmund operators are of weak type (1,1)
Statement
Assume Countable Choice (The Axiom of Countable Choice ()).
Let be a Calderón–Zygmund operator with kernel constants and norm . Then for every and every , with a dimensional constant independent of , and ; equivalently, extends to a bounded operator .
Facts & Assumptions
Given: A Calderón–Zygmund operator with kernel constants and norm bound ; and ; a constant to be fixed; Countable Choice.
is linear, -bounded with , and has the off-support kernel representation with constants (Calderón–Zygmund kernels and their associated operators); weak type with constant means exactly the inequality for all and (Sublinear operators and weak or strong type bounds).
The Calderón–Zygmund decomposition of at height writes a.e. with , , a.e., , and (Calderón–Zygmund decomposition at height λ); the good part satisfies (The good part has controlled L2 image). If additionally , then for the dilated cube of side times that of one has (The bad part is integrable away from expanded cubes); step 1.1 verifies this additional hypothesis before the estimate is used.
Chebyshev: for nonnegative measurable (Chebyshev-Markov inequality for the integral); dilation: for measurable (For a nonzero real , dilation by multiplies Lebesgue outer measure by , and reflection in the origin preserves it); Tonelli applies to nonnegative product-measurable integrands over -finite products (Tonelli's theorem for nonnegative measurable functions on a sigma-finite product); the convention is The class of integrable functions and Countable Choice is The Axiom of Countable Choice ().
For nonnegative measurable , (Fatou's lemma).
Proof
Assume first and , and apply the decomposition [F2] at height with ; write , . The series converges in : the are supported on the pairwise disjoint cubes , and by and (the value of on ), so because and ; hence and, by linearity and -continuity of in [F1], as classes, so almost everywhere: choose image partial sums whose squared errors relative to are at most . By Chebyshev the sets where the errors exceed have measures at most ; their tail unions have measures tending to zero, so this subsequence converges almost everywhere, and the finite triangle inequalities pass to the limit. The good part is controlled at the target level directly: Chebyshev's inequality for at level , the bound of [F1] and the decomposition bound at height from [F2] give the last equality by the choice .
The dilated cubes satisfy by the dilation identity [F3] applied to the concentric dilation of , so the union bound and the decomposition's summability give
On the complement, Tonelli's theorem for the nonnegative series and the bad-part bound of [F2] give and the decomposition's bounds and show this is at most ; hence Chebyshev [F3] at level yields .
Combining step 1.1 (which supplies the almost-everywhere inequality and the good-part estimate), step 1.2 and step 1.3, where is the maximum of the three dimensional constants collected from steps 1.1–1.3; this is the assertion for .
Extension to all and . If , extend the zero operator on by zero on . Otherwise put and . The integrable tails show , so step 2.1 applied to differences makes Cauchy in measure. Select increasing such that . The measure of the union of these exceptional sets for is at most ; outside their null limsup the successive differences are eventually bounded by , so converges to a finite measurable limit, denoted . For each , almost everywhere. Fatou's lemma [F4] and step 2.1 yield . The same difference estimate implies uniqueness of limits in measure and independence of the chosen approximants; it also proves linearity by approximating two inputs and their linear combination. For these truncations converge in , so agrees with the original operator. Thus the compatible linear extension satisfies the required weak bound on all of .
The Lp range: interpolation below two and adjoint duality above two
Statement
Assume Countable Choice (The Axiom of Countable Choice ()).
Let be a linear operator defined on that is bounded on with norm , let denote its adjoint with respect to the pairing, and suppose that and both satisfy the weak bound for every and (and likewise for a compatible linear extension of to ). Then for every , , is bounded on : for the operator norm is at most and for it is at most , the same expression evaluated at the conjugate exponent .
Facts & Assumptions
Given: A linear operator on , bounded on with norm ; its adjoint ; weak bounds with constant for both and ; an exponent , , with conjugate ; Countable Choice.
is the bounded adjoint: for all with the first-variable-linear pairing , and is likewise bounded on with norm (The Hilbert-space adjoint of a bounded operator, Complex Lp classes and Euclidean test-function conventions).
Let be -finite, , and let be a sublinear operator on , weak with constant and strong with constant . Then for every (Marcinkiewicz interpolation from weak (1,1) and strong (2,2)).
Complex finite simple functions, and under Countable Choice also , are dense in for every (Complex finite-simple and smooth compact-support density for finite p, The Axiom of Countable Choice ()).
For and conjugate , (The norm is the supremum of pairings against unit functions); the Hölder and Minkowski inequalities for the complex spaces are recorded in Complex Holder, Minkowski, and the quotient norm, and the integral conventions in The class of integrable functions. Monotone convergence is Monotone convergence for the integral.
Proof
Let and . Then and is defined at ; sublinearity is automatic for the linear , the weak and strong hypotheses are those assumed, so [F2] applies with and gives with .
Consequently, for every the operator has a unique bounded extension to all of with norm at most : since is dense in by [F3], step 1.1 applied to differences of test functions shows that is uniformly continuous on this dense subspace, so it extends uniquely to the closure with the same bound.
The adjoint is a bounded linear operator on with norm by [F1]; it satisfies the weak bound with constant by hypothesis, and it is linear, hence sublinear. Therefore step 2.1 applies to at the exponent whenever : for every , .
Let , and with . Using and the adjoint identity of [F1] applied to the pair , where the first inequality is Hölder's inequality [F4] and the second is step 3.1 applied to , which has . To establish before using norm recovery, put , and . If , take , with on and zero otherwise. This test is bounded on a finite-measure set, hence lies in , and satisfies , . The preceding pairing bound gives ; if the same inequality is immediate. Since increases to a full-measure set, monotone convergence gives .
If , step 4.1 and the density [F3] of in extend the bound to all with the same constant , exactly as in step 2.1. Together with step 2.1 for , this proves the asserted bounds for every , .
Calderón–Zygmund operators are bounded on Lp
Statement
Assume Countable Choice (The Axiom of Countable Choice ()).
Let be a Calderón–Zygmund operator with kernel constants and norm . Then for every , extends uniquely to a bounded operator on with where depends only on and . In fact may be chosen to be a dimensional constant independent of .
Facts & Assumptions
Given: A Calderón–Zygmund operator with kernel , constants and norm bound ; an exponent with conjugate ; a constant ; Countable Choice.
is linear, -bounded with , and satisfies the off-support representation with kernel off the support of compactly supported inputs; the kernel obeys the annular bound and Hörmander's condition , the latter invariant under reflection: also satisfies both bounds with the same constants (Calderón–Zygmund kernels and their associated operators).
is of weak type with constant : for all , and for (Calderón–Zygmund operators are of weak type (1,1)); weak and strong type are as in Sublinear operators and weak or strong type bounds.
Chebyshev: for measurable ; layer cake: ; Fubini applies to absolutely integrable complex kernels (Fubini's theorem for L^1 functions on a sigma-finite product); Tonelli applies to nonnegative product-measurable integrands on -finite products (Chebyshev-Markov inequality for the integral, For 0 < p < infinity, the layer-cake formula computes the integral of |f|^p from the distribution function, Tonelli's theorem for nonnegative measurable functions on a sigma-finite product); the and norms are the quotient norms of The space as the quotient by null functions, Hölder's inequality is Complex Holder, Minkowski, and the quotient norm, and is dense in for finite (Complex finite-simple and smooth compact-support density for finite p).
For with conjugate , (The norm is the supremum of pairings against unit functions); the adjoint satisfies for the first-variable-linear pairing (The Hilbert-space adjoint of a bounded operator); Monotone convergence is Monotone convergence for the integral; the interpolation-and-duality lemma with explicit constants is The Lp range: interpolation below two and adjoint duality above two.
Proof
The adjoint kernel satisfies the annular bound and Hörmander's condition with the constants : the annular integral of is that of under the reflection , and , whose integral over equals by the substitution and the Hörmander condition applied to . The off-support representation for also follows from that of . For compactly supported and a compact set disjoint from its support, is absolutely convergent for almost every : integrating its absolute majorant over is bounded by , since the difference set is compact and avoids zero. For a bounded test supported in , Fubini in the kernel formula for gives ; absolute integrability follows from the same majorant times . The adjoint identity then says almost everywhere on , since both are locally integrable and agree against all such tests. Exhausting the complement of the support by countably many compact sets proves exactly the required representation with . Hence , which is -bounded with norm by [F4], is again a Calderón–Zygmund operator with constants , and by [F2] both and are weak with constant .
Sharp two-level interpolation. Let be any linear operator defined on , weak with constant and -bounded with constant , and let . For and any put and at height ; then and , since and . Hence and the weak bound for together with Chebyshev and the bound for give . Integrating over and exchanging the integrals by Tonelli gives , because and ; choosing when balances the two terms at a constant multiple of , so that the last inequality because the exponents and are nonnegative and sum to one, so the weighted geometric mean is at most the sum; if , let , and if , let in the preceding inequality, obtaining in either case.
The case : by step 1.1 the operator has weak constant and norm , so step 1.2 with gives for every (which lies in by the canonical split of step 1.2, so is defined).
The case : apply step 1.2 with to the adjoint , which by step 1.1 has weak constant and norm : for every , . Then for and with , the adjoint identity and Hölder's inequality give , To establish before using norm recovery, put , and . If , take , with on and zero otherwise. This test is bounded on a finite-measure set, hence lies in , and satisfies , . The preceding pairing bound gives ; if the same inequality is immediate. Since increases to a full-measure set, monotone convergence gives ; since is dense in , this bound extends uniquely to all of , and .
The exponent dependence can be made dimension-only. Put . If , then and . Otherwise normalize . Step 1.1 and the weak endpoint give weak constants at most for both and , and their norms are at most one. The interpolation-and-duality lemma [F4] at and its conjugate gives with depending only on . For , split . Weak on the first part and Chebyshev with the strong bound on the second yield . Layer cake and Tonelli, as in step 1.2, give , with independent of . The compatible and actions agree on their intersection by approximation with bounded compact-support functions in both norms. Thus for . Apply this estimate to at and use the finite-support tests and density argument of step 2.2 to get for . Consequently throughout the strict range.
Steps 2.1 and 2.2 prove boundedness and uniqueness in the two open ranges; the given bound handles . Step 3.1 also proves the stronger bound with a dimensional constant independent of , and hence the stated estimate.
Maximal truncated singular integrals
Definition
Assume Countable Choice (The Axiom of Countable Choice ()).
Fix an integer and let be a measurable function that is integrable on compact subsets of and satisfies the pointwise size bound for some finite constant . With the complex conventions of Complex Lp classes and Euclidean test-function conventions, fix and .
For define the truncated singular integral and for define the doubly truncated singular integral Both integrals converge absolutely for every . Indeed, the truncated kernel satisfies by Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma for (the case , , uses ), and likewise ; Hölder's inequality (Complex Holder, Minkowski, and the quotient norm) therefore gives and at every . The maximal truncated singular integral and the doubly truncated maximal singular integral are with values in .
Under the size bound (1) the two maximal operators are pointwise comparable: For the left inequality, fix and : dominated convergence (Dominated convergence) applied to the absolutely convergent integral defining gives , so ; take the supremum in . For the right inequality, split the defining integral of at to get and hence ; take the supremum in . Thus and have the same finiteness set and the same boundedness properties. The definition itself asserts neither an upper truncation for nor the existence of a principal-value limit ; the doubly truncated form is the primitive object, because it is defined from the kernel alone. Here the pointwise size bound (1) is a stronger hypothesis than the annular size condition of the Calderón–Zygmund kernel definition: (1) implies , while the annular condition does not by itself prevent pointwise spikes. Countable Choice is inherited from the polar-coordinate evaluation; the truncations themselves require no selection.
Cotlar's inequality for maximal truncations
Statement
Assume Countable Choice (The Axiom of Countable Choice ()). Let satisfy the pointwise size bound , the -Hölder smoothness bound for with , and the cancellation bound . Let be a principal-value distribution extending (Calderón–Zygmund kernels and their associated operators) and let be the convolution operator with , bounded on . Then for every and almost every , where is the centered Hardy–Littlewood maximal operator of The centered and uncentered Hardy-Littlewood maximal functions and is the maximal truncated operator of Maximal truncated singular integrals.
Facts & Assumptions
Given: Countable Choice; ; ; a kernel with the size, Hölder and cancellation bounds; a principal-value distribution extending ; the convolution operator with , bounded on ; a Schwartz function ; a point ; a scale ; the canonical dimension-dependent nonnegative radially nonincreasing with and , and its mollifiers (The mollifier family generated by a unit-mass smooth bump; the approximate-identity properties are recorded in A unit-mass smooth bump generates an approximate identity).
is absolutely convergent and (Maximal truncated singular integrals).
For and , defines a smooth function of polynomial growth, and is the convolution of the tempered distribution with the Schwartz function (Convolution of a tempered distribution with a schwartz function, Tempered convolution is smooth with polynomial growth).
A principal-value distribution for has a sequence such that it satisfies for every (Calderón–Zygmund kernels and their associated operators).
If is measurable, radially nonincreasing and integrable and , then for every (Radially decreasing kernels are dominated by the maximal function).
Convolution of functions on is , whenever the integral converges absolutely (Convolution of two functions on ); on -finite products a nonnegative product-measurable integrand may be integrated in either order (Tonelli's theorem for nonnegative measurable functions on a sigma-finite product); the Schwartz conventions are those of Schwartz space and its seminorms.
Exponentials dominate every fixed polynomial at positive infinity, and Euclidean balls of positive radius have positive finite Lebesgue measure. (The exponential dominates every fixed nonnegative integer power at , Euclidean balls have positive finite Lebesgue measure)
Proof
Fix the auxiliary bump once as a function of dimension only: let for and otherwise, put and with . The derivatives of on have the form , with ; [F6] makes each derivative and its difference quotient tend to zero at , proving smoothness across that point. Thus is smooth, supported in the closed radius- ball, nonnegative and radially nonincreasing since . Its mass is finite by boundedness and compact support, and positive since it is bounded below by on the radius- ball, which has positive measure by [F6]. This gives the required unit-mass bump with support inside . All its derivative bounds and depend only on . For fixed put and . By [F2,F3], is smooth and equals the principal-value limit . This need not be an absolutely convergent integral near . If , the support condition implies , so in that region the same formula is an ordinary absolutely convergent integral. Near the origin retain the principal-value limit and use the cancellation estimate in the next step.
Case . Write along for all sufficiently large such that , with the three pieces obtained by inserting and splitting at : , , and ; the three pieces are absolutely convergent and their sum is the truncation . Here because on the domain; by the mean value theorem, the bound and polar coordinates of the punctured ball; and by the cancellation bound after the substitution . Finally . Hence , the last inequality because gives .
Case of the error bound. Since is supported in , for one has on the support, so and, substituting in the formula of step 1.1, whence the Hölder bound gives .
The convolution identity is . Indeed, by the bounds in steps 1.2 and 2.1, is integrable and its convolution with converges absolutely; also converges absolutely by the size bound and Schwartz decay. For the remaining term use the distribution pairing rather than interchange nonabsolute kernel integrals. The compactly supported integral converges in every Schwartz seminorm: all derivatives of decay rapidly, uniformly over in the fixed compact support. Continuity of the tempered distribution therefore permits its pairing to pass through that integral. This gives . Applying the same argument to gives : its Schwartz seminorms are bounded by integrals of , finite for every . Hence , proving the identity.
Steps 2.1 and 1.2 together show that for every and every , where , , and is nonnegative, radially nonincreasing and integrable; note .
First term bound: , using that is radially nonincreasing with and applying the domination lemma [F4] with (a smooth function of polynomial growth, hence locally integrable).
Second term bound: by step 3.2 and the domination lemma [F4] applied to , which is radially nonincreasing, integrable with .
For every and every , steps 3.1, 4.1 and 4.2 give ; taking the supremum over and using [F1] yields the asserted inequality with redefined to absorb , in particular for almost every .
Maximal truncations: weak (1,1) and strong Lp bounds
Statement
Assume Countable Choice. Let , , and let , , satisfy the hypotheses of Cotlar's inequality for maximal truncations: is measurable and locally integrable on with and cancellation ; is a principal-value distribution for ; and , the convolution operator with , is -bounded with norm and satisfies the off-support representation (3) of Calderón–Zygmund kernels and their associated operators with kernel (so is also a Calderón–Zygmund operator with kernel ). Then and are of weak type : there is a constant , depending only on and on the fixed exponent , with and for every there is a constant with The same bounds hold for , which satisfies pointwise. The proof consumes the Hörmander constant supplied by the standard -Hölder bound; since , this is why the constants depend on the fixed exponent .
Facts & Assumptions
Given: Countable Choice; , , finite constants ; the kernel , principal-value distribution and -bounded convolution operator with off-support representation as in the statement; and ; a height with to be fixed; the centered Hardy–Littlewood maximal operator .
For and the integrals defining and converge absolutely at every point, , , and pointwise (Maximal truncated singular integrals).
Cotlar's inequality: for every and almost every , with a constant (Cotlar's inequality for maximal truncations).
Calderón–Zygmund decomposition at height : almost everywhere, with the maximal dyadic cubes pairwise disjoint, , supported in with and , and the good part satisfying , and (Calderón–Zygmund decomposition at height λ).
The pointwise size bound gives the annular condition with , and the standard -Hölder bound gives Hörmander's condition with ; hence is a Calderón–Zygmund kernel in the base sense and, since is a Calderón–Zygmund operator with kernel , extends uniquely to a bounded operator on for with (Standard Hölder kernels satisfy the Hörmander condition, Standard (Hölder) Calderón–Zygmund kernels, Calderón–Zygmund operators are bounded on Lp).
is the centered Hardy–Littlewood maximal operator: for , and , for (The centered Hardy-Littlewood maximal operator is weak type , The centered maximal operator is bounded on for , The centered and uncentered Hardy-Littlewood maximal functions).
Chebyshev's inequality; for measurable ; an -convergent sequence has an almost-everywhere convergent subsequence; Tonelli's theorem applies to nonnegative product-measurable integrands; the convention is The class of integrable functions and Countable Choice is The Axiom of Countable Choice () (Chebyshev-Markov inequality for the integral, For a nonzero real , dilation by multiplies Lebesgue outer measure by , and reflection in the origin preserves it, Assuming Countable Choice, -convergent sequences have almost-everywhere convergent subsequences, Tonelli's theorem for nonnegative measurable functions on a sigma-finite product).
Hölder holds for complex functions; is dense in finite-exponent Euclidean under Countable Choice; dominated convergence applies under an integrable majorant, and Fatou applies to nonnegative measurable functions. (Complex Holder, Minkowski, and the quotient norm, Complex finite-simple and smooth compact-support density for finite p, Dominated convergence, Fatou's lemma)
Proof
Cotlar's inequality extends to inputs. Choose with in by [F7]. For each , the size bound makes , so Hölder gives for every . Sublinearity and the bound of imply and in ; [F6] gives a common almost-everywhere convergent subsequence for these two families. Outside the countable union of the exceptional sets for [F2], pass its bound for each to the limit at every , then take the supremum to get almost everywhere. For every finite-exponent input, dominated convergence shows that is continuous on for every : nearby truncations are dominated by , integrable by [F1]. Thus both maximal suprema can be taken over rational parameters and are measurable.
Geometry of the dilated cubes. For each maximal cube with centre and side length , let be the cube concentric with and with side length ; then by the dilation identity [F6]. If and , then , so ; in particular . Moreover, if and belongs to , then , and consequently every satisfies ; hence .
Splitting the truncated bad part. Fix and , and split the indices into according to whether for all , for all , or for some . Each index lies in exactly one of the three classes because is continuous on the connected cube. For the integrand of vanishes on ; for one has on ; for step 1.2 gives on . Hence by [F3], so the series converges absolutely and . For the truncation is inactive on and the mean-zero property of gives . For , put ; then and, since , Summing, using on , and using step 1.2 with , yields where and : the sum and the first sum together contribute at most (both and majorize their sub-sums over and ; if one of them is infinite the displayed inequality is trivial), while by the containment of step 1.2 and the disjointness of the cubes. Since , we obtain at every such (with denoting a dimensional constant, as everywhere).
Integrating and off the dilated cubes. By step 1.2, for and one has , so in the inner integral is at most by Hörmander's condition, giving ; similarly . Both interchanges are Tonelli's theorem applied to nonnegative product-measurable integrands, and by [F4].
The bad part is controlled off the cubes. Choose with a dimensional constant large enough that the last term of step 2.1 satisfies ; if then and , so the theorem is trivial, and otherwise is well defined. Then and step 2.1 give , so by Chebyshev's inequality and step 2.2,
The good part. By step 1.1 and [F1], almost everywhere, and by the bound of . Chebyshev's inequality, the bound of and give where the last step uses and (in the degenerate case of step 3.1 the bound is trivial).
Weak for . Subadditivity of the supremum gives pointwise, so because the union of cubes has measure at most by steps 1.2 and 3.1 and [F3], while steps 3.1 and 4.1 bound the other two terms by dimensional multiples of .
For general , put . Then in and . For every , the size bound gives at every . Therefore : each fixed truncation is bounded by this liminf, and then one takes its supremum. Fatou [F7] applied to superlevel indicators and step 5.1 give the weak bound; transfers it to . No subsequence selection is needed here.
For and , step 1.1 gives almost everywhere. The strong bounds [F4,F5] and yield ; additional factors depending on are included in , as allowed by the statement. For general , the same bounded compact-support approximants converge in and satisfy . Every doubly truncated kernel lies in , so Hölder gives at every for every parameter pair. Hence pointwise, and Fatou [F7] applied to the th powers extends the bound to all . The comparison gives its bound too.
Steps 5.1 and 6.1 give the weak bound for , and step 7.1 gives the strong bounds for ; the pointwise comparison of [F1] transfers both to . This proves the theorem.
Almost-everywhere convergence of principal-value truncations
Statement
Assume Countable Choice. Fix and let and be as in Maximal truncations: weak (1,1) and strong Lp bounds: satisfies the pointwise size bound with constant , the standard -Hölder bound with constant and the cancellation bound , and is the associated -bounded operator with off-support representation and norm . Let be dense in and suppose that for every the limit exists for almost every . Then for every the limit exists for almost every .
In particular, for the Hilbert kernel on and the Riesz kernels on the dense class satisfies the hypothesis, by the published principal-value formulas for Schwartz functions.
Facts & Assumptions
Given: Countable Choice; ; , as in the statement; a dense subspace such that exists a.e. for every ; a function and .
For the truncations , , are defined pointwise by absolutely convergent integrals and (Maximal truncated singular integrals); , and the maximal truncation satisfies for and for , hence the same bounds hold for (Maximal truncations: weak (1,1) and strong Lp bounds).
Chebyshev's inequality: for measurable and , when (Chebyshev-Markov inequality for the integral); — and hence its superset — is dense in for (Complex finite-simple and smooth compact-support density for finite p); the conventions are those of the maximal-truncation theorem and Countable Choice is The Axiom of Countable Choice ().
For the Hilbert and Riesz kernels the principal-value truncations converge on every Schwartz input and identify the operators. Their kernel size, first-difference, cancellation, and off-support operator conditions are proved in the corresponding items. (The Hilbert transform is the tempered convolution with pv(1/(pi x)) and has signum Fourier multiplier, The Riesz transform is the principal value of its kernel, with the matching constant, Truncated Hilbert transform and principal value, Riesz transforms on Euclidean space, The Hilbert transform is bounded on Lp, The Riesz transforms are bounded on Lp, Riesz kernel size, difference and spherical-cancellation bounds)
Proof
Oscillation bound. Put . For every , on the full-measure set where converges, the triangle inequality gives , and the last term tends to as ; hence almost everywhere.
The case . Taking and using step 1.1 and the weak bound of [F1] for , for every ; since is dense in , the infimum over gives for every , hence almost everywhere. Thus is a Cauchy family as for almost every , so its limit exists almost everywhere.
The case . With , step 1.1, Chebyshev's inequality and the strong bound of [F1] give and letting in through gives for every , hence almost everywhere and the limit exists almost everywhere.
The Hilbert and Riesz kernels have the size, Hölder, spherical cancellation, bound and off-support representation in [F3]. Zero spherical means give the annular cancellation bound . Their principal-value distributions are defined by subtracting a test's value at zero on ; the size estimate makes the resulting integrand integrable, bounded by there, and Schwartz decay controls infinity. Thus they satisfy the maximal theorem's hypotheses. The dense class has convergence at every point by [F3], and is dense in each finite-exponent by [F2]. Steps 2.1 and 2.2 therefore give the asserted almost-everywhere convergence for every .
The Hilbert transform is bounded on Lp
Statement
Assume Countable Choice. The Hilbert transform of the multiplier definition extends uniquely to a bounded operator on for every , with norm at most , a constant depending only on : more explicitly the kernel is a standard -Hölder Calderón–Zygmund kernel with and annular constant , so that for a numerical constant .
Facts & Assumptions
Given: Countable Choice; the kernel on ; the operator of The Hilbert transform is the tempered convolution with pv(1/(pi x)) and has signum Fourier multiplier and The Hilbert transform is an L2 isometry and squares to minus the identity; a compactly supported ; a test function supported off .
On Schwartz functions is the principal-value operator with kernel : for every Schwartz the limits exist at every and equal for the tempered distribution , and (The Hilbert transform is the tempered convolution with pv(1/(pi x)) and has signum Fourier multiplier, Truncated Hilbert transform and principal value).
has a unique extension to an -bounded operator with for all and ; it is skew-adjoint, for the first-variable-linear pairing , so (The Hilbert transform is an L2 isometry and squares to minus the identity, The Hilbert transform is skew-adjoint on L2, The Hilbert-space adjoint of a bounded operator).
A measurable kernel with pointwise bound satisfies the annular condition of the base definition with ; a standard -Hölder kernel is a Calderón–Zygmund kernel with Hörmander constant ; and a Calderón–Zygmund operator with constants and norm extends uniquely to a bounded operator on for with (Calderón–Zygmund kernels and their associated operators, Standard (Hölder) Calderón–Zygmund kernels, Standard Hölder kernels satisfy the Hörmander condition, Calderón–Zygmund operators are bounded on Lp).
Fubini interchanges absolutely integrable complex double integrals, and locally integrable functions with equal distribution pairings agree almost everywhere. (Fubini's theorem for L^1 functions on a sigma-finite product, Locally integrable functions embed in distributions)
Under Countable Choice, polar coordinates integrate every nonnegative Borel function against ; in dimension one has counting measure. (Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma)
Proof
Size and smoothness of the kernel. for , which is the pointwise size bound with constant ; and for the difference is , because . Hence satisfies the standard -Hölder condition with constant .
The smooth kernel is measurable and locally integrable away from zero. Its oddness gives , and [F5] gives . For each , directly integrating the estimate of step 1.1 gives . Thus the base kernel conditions hold with and ; together with step 1.1 they establish standard -Hölder status with .
is a Calderón–Zygmund operator with kernel and norm . It is -bounded with norm one by [F2], so it remains to prove the off-support representation. Let be compactly supported, let be supported off , and put . By [F2] and the reality of , where the inner limit defining is an absolutely convergent integral because on ; the double integral is absolutely convergent over the bounded supports, so Fubini's theorem may be applied and the sign of the denominator changed: the last equality by the definition and Fubini. Since the pairing against every test function supported off determines the class off that support, the function agrees almost everywhere off with the locally integrable function , which is the representation (3) required of a Calderón–Zygmund operator.
Applying the strict-range theorem [F3] to the Calderón–Zygmund operator with constants , and yields a unique bounded extension of to for every with ; since the dimension is one, depends only on . This is the assertion.
The Riesz transforms are bounded on Lp
Statement
Assume Countable Choice. Let and . The -th Riesz transform of Riesz transforms on Euclidean space extends uniquely to a bounded operator on for every , with norm at most , a constant depending only on and : the Riesz kernel is a standard -Hölder Calderón–Zygmund kernel with constant , so that
Facts & Assumptions
Given: Countable Choice; the dimension and index ; the Riesz kernel and operator of Riesz transforms on Euclidean space; a compactly supported ; a test function supported off .
for ; with whenever ; and for every (Riesz kernel size, difference and spherical-cancellation bounds).
For every Schwartz function the truncated integrals converge as for every , and the limit is a continuous representative of the class (The Riesz transform is the principal value of its kernel, with the matching constant).
is the Fourier multiplier with symbol for and , is bounded with for all , and satisfies for the first-variable-linear pairing (Riesz transforms on Euclidean space, Riesz transforms are L2 contractions and square to minus the identity in sum, Plancherel theorem, The Hilbert-space adjoint of a bounded operator).
A pointwise bound implies the annular condition with ; a standard -Hölder kernel with constant is a Calderón–Zygmund kernel with Hörmander constant ; and a Calderón–Zygmund operator with constants and norm extends uniquely to a bounded operator on for with (Calderón–Zygmund kernels and their associated operators, Standard (Hölder) Calderón–Zygmund kernels, Standard Hölder kernels satisfy the Hörmander condition, Calderón–Zygmund operators are bounded on Lp).
Fubini interchanges absolutely integrable complex double integrals, and locally integrable functions with equal distribution pairings agree almost everywhere. (Fubini's theorem for L^1 functions on a sigma-finite product, Locally integrable functions embed in distributions)
Under Countable Choice, for every nonnegative Borel function , , with a finite Borel measure. (Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma)
Proof
The published estimates give the size bound , the first-difference bound for , and the vanishing of every spherical mean. The explicit kernel is smooth on the punctured space, hence Borel measurable and locally integrable there.
is -bounded with , since and the multiplier bound gives ; hence is an admissible norm bound. Moreover is skew-adjoint: for , , because for the purely imaginary symbol; that is, .
By [F6], the size bound gives . For every , directly integrating the difference bound gives . Thus is a base Calderón–Zygmund kernel with and ; its first-difference estimate now establishes standard -Hölder status with .
Off-support representation: let be compactly supported, let be supported off , and put . Using the adjoint identity of [F3], skew-adjointness from step 1.2 and the Schwartz principal-value formula [F2], and writing for the real-valued kernel, where is an absolutely convergent integral on the two supports (there , so the limit may be taken inside the -integration), Fubini applies over the bounded supports, and the last step uses the oddness . Since this holds for every test function supported off , the class agrees almost everywhere off with the locally integrable function ; this is the off-support representation (3) required of a Calderón–Zygmund operator.
By steps 2.1, 1.2 and 2.2 the operator is a standard-kernel Calderón–Zygmund operator with annular constant , Hörmander constant and norm ; the strict-range theorem [F4] therefore gives its unique extension to a bounded operator on , , with . This is the assertion.
Dyadic Mihlin pieces: uniform L1 and first-difference bounds
Statement
Assume Countable Choice (The Axiom of Countable Choice ()). Let , put , and let be the specific radially nonincreasing smooth cutoff constructed in Explicit compactly supported smooth cutoffs, with , on and on . Put Then is supported in the annulus , satisfies , and for every . Let be a Mihlin symbol with constants as in Mihlin smoothness convention above half the dimension, put where is the regular tempered distribution of and is the inverse Fourier transform of Fourier transform of a tempered distribution, and let be any finite quantity with . Then is (the regular distribution of) an function, and there is a constant , depending only on and on the fixed cutoff , such that and
Facts & Assumptions
Given: Countable Choice; an integer ; the smooth step and the Mihlin symbol with its constants ; the derived objects , , ; a finite quantity , where .
agrees almost everywhere with a function satisfying for and , and (Mihlin smoothness convention above half the dimension).
obeys , on , on (Explicit compactly supported smooth cutoffs).
For an class with corresponding regular distribution , the transform is the regular distribution of the inverse Plancherel transform , so (Fourier transform agrees with l one and plancherel transforms), and Plancherel's isometry gives (Plancherel theorem).
For every tempered distribution and multi-index , and in (Fourier differentiation and multiplication identities on tempered distributions). The transform conventions are those of Fourier transform of a tempered distribution and Schwartz space and its seminorms.
Integral Cauchy–Schwarz is the case of Hölder: . (Holder's inequality for integrals, including the endpoint cases)
Fubini interchanges absolutely integrable complex double integrals; under the assumed Countable Choice, locally integrable functions have equal regular distributions exactly when they agree almost everywhere. Distributional derivatives on Schwartz tests satisfy . (Fubini's theorem for L^1 functions on a sigma-finite product, Locally integrable functions embed in distributions, Differentiation and polynomial multiplication preserve tempered distributions)
Proof
The difference vanishes for , since there , and vanishes for , since there ; hence is supported in the annulus , and for the fixed smooth-step cutoff: its construction is , , with for and otherwise. On one has ; on the constant regions its derivative is zero. Thus decreases with radius and , proving the asserted nonnegativity. For every the sum telescopes: . For one has and for all large , so the last expression equals there; this gives the asserted partition of unity.
For every the function is supported in the annulus , where it agrees almost everywhere with ; we use this representative in the derivative estimates. Since is on that annulus and is compactly supported and smooth, is represented by a compactly supported function, so and is a well-defined regular tempered distribution. By [F3] the object is the regular distribution of the function ; we use to denote that class, so that and . It has the smooth integral representative : for every Schwartz test , Fubini applies with absolute bound , giving . Thus [F6] identifies with the class. Every is integrable on the fixed compact frequency support. Put . The bounds and give continuity of and a coordinate difference-quotient remainder bounded uniformly in by as . Hence , proving . These derivatives are bounded; repeated integration by parts against rapidly decaying Schwartz tests therefore has no boundary term and identifies each classical derivative with its regular distributional derivative as defined in [F6]. We henceforth use this smooth representative for and its gradients.
Claim: for every multi-index with , the product is (the regular distribution of) an function and Indeed, applying the first identity of [F4] to and using gives for the scalar , the last equality because is continuous and compactly supported, hence a regular distribution, and differentiation of a regular distribution of a function is the regular distribution of its classical derivative. Since , [F3] applied to identifies with the regular distribution of , and Plancherel gives .
Claim: there is with for all and all . Leibniz's rule on gives ; the chain rule bounds the factor by , and on the support of one has since . Taking norms and bounding the support measure by yields , that is, , because for .
Proof of (1). Fix and write , . Since , the substitution gives for a constant . Cauchy–Schwarz and the elementary bound give . By steps 2.1 and 2.2 this is at most , uniformly in .
Proof of (2), one coordinate at a time. Fix and put and , so that is again compactly supported and . The second identity of [F4] gives , hence . Identifying with the regular distribution of as in step 1.2 and repeating steps 2.1, 2.2 and 3.1 with the fixed cutoff in place of (whose support and derivatives are again bounded by constants ) yields . Summing these estimates over and using gives (2).
Steps 3.1 and 4.1 are exactly the two asserted estimates, with constants depending only on and the fixed cutoff ; the auxiliary claim of step 1.2 supplies the reading of used throughout. This proves the lemma.
Dyadic Mihlin pieces sum to an off-support kernel representation
Statement
Assume Countable Choice (The Axiom of Countable Choice ()). In the setting of Dyadic Mihlin pieces: uniform L1 and first-difference bounds — a Mihlin symbol with constants (Mihlin smoothness convention above half the dimension), the annulus cutoff with for , , — the following hold, with and :
- in as ;
- the series converges for almost every to a function that coincides with on ; and
- that function satisfies the annular size bound and Hörmander's condition .
Facts & Assumptions
Given: Countable Choice; the Mihlin symbol with constants and ; the cutoff and the pieces ; a finite ; a scale ; a dyadic integer and a vector .
is endowed with the pairing ; the Fourier transform is a linear automorphism of with inverse , and maps into ; and for every the regular distribution of the function satisfies . Hence for (Fourier transform of a tempered distribution).
agrees with a function off the origin, almost everywhere, and the cutoff is nonnegative, supported in , bounded by , with for ; consequently for every , with (Mihlin smoothness convention above half the dimension, Dyadic Mihlin pieces: uniform L1 and first-difference bounds).
Dominated convergence permits passage to an almost-everywhere limit under an integrable majorant, and Tonelli permits interchange of nonnegative sums and integrals on the sigma-finite Euclidean product. (Dominated convergence, Tonelli's theorem for nonnegative measurable functions on a sigma-finite product)
Proof
Transposition of the inverse Schwartz transform is the inverse distribution transform: composing either way tests against . Thus the inverse in [F1] uses on tests. The partial sums converge in : for , using [F1] and [F2], by dominated convergence with majorant and pointwise convergence for ; the limit pairing is .
Two elementary estimates. First, from , which is absolutely convergent because is supported in the annulus and bounded by , one has the pointwise bound for every and every . Second, for every and , [F3] gives , so is finite for every fixed , and for the pointwise bound gives , whose sum over is at most , finite for every fixed .
Almost everywhere convergence. By step 1.2, for every ; for each fixed , implies for almost every with . Taking the union of the exceptional sets over , , the series converges absolutely for almost every ; denote its sum by , a measurable function on .
On every compact the dominating function is integrable: lies in some annulus , and the two estimates of step 1.2 (the second applied after covering the outer annulus by finitely many dyadic annuli of the same type) give . Hence for , dominated convergence with the partial sums bounded by gives by step 1.1, so coincides with on .
Annular size bound. Fix . Split according to whether . For the pointwise bound of step 1.2 gives , so the sum over these is at most . For , by [F3], Put , so by minimality. The high-frequency sum is therefore bounded by , independent of . Hence , uniformly in .
Hörmander's condition. Fix and choose with . For the triangle inequality and [F3] give , and summing over yields at most , since . For , the mean value theorem and translation of the integral give by [F3]. Hence the sum over is bounded by , using the upper dyadic inequality . Summing in yields the asserted Hörmander bound, uniformly in .
Steps 1.1, 3.1, 3.2 and 3.3 are the four assertions: convergence, the a.e. convergent series defining , its coincidence with off the origin, and the two kernel bounds with constant .
The Mihlin–Hörmander Fourier multiplier theorem
Statement
Assume Countable Choice. Let , put , and let be a Mihlin symbol with constants , (Mihlin smoothness convention above half the dimension); put , so that . Then is an Fourier multiplier for every (Lp Fourier multiplier and its norm), and there is a constant , depending only on , with Equivalently, the operator of Translation-invariant Fourier multiplier on the Schwartz core satisfies for every . Only strict-range bounds are asserted: no endpoint or claim is made.
Facts & Assumptions
Given: Countable Choice; , , the Mihlin symbol with constants and the constant ; a compactly supported ; the mollifier family generated by a unit-mass (The mollifier family generated by a unit-mass smooth bump, A unit-mass smooth bump generates an approximate identity).
In the dyadic-piece setting attached to — the annulus cutoff , the symbols and the functions — one has and whenever (Mihlin smoothness convention above half the dimension, Dyadic Mihlin pieces: uniform L1 and first-difference bounds).
With , a tempered distribution extending the off-origin kernel (no principal-value representation is asserted): the partial sums converge to in ; the series converges for almost every to a function with on (that is, for every ); and satisfies the annular bound and Hörmander's condition (Dyadic Mihlin pieces sum to an off-support kernel representation).
and, as classes, for , with ; the Schwartz-core action extends uniquely to the bounded operator of norm (Exact L2 Fourier multiplier norm, Translation-invariant Fourier multiplier on the Schwartz core).
For and Schwartz , ; the convolution is the smooth function of polynomial growth (Fourier transform converts allowed tempered convolutions to products, Tempered convolution is smooth with polynomial growth, Convolution of a tempered distribution with a schwartz function).
A Calderón–Zygmund kernel in the base sense with constants and its -bounded operator with norm satisfy for (Calderón–Zygmund kernels and their associated operators, Calderón–Zygmund operators are bounded on Lp); an approximate identity converges in : for , (Every approximate identity converges to the identity in for ); and is smooth for locally integrable (Convolution with a mollifier is smooth, and derivatives pass under the integral sign).
Tonelli interchanges nonnegative product integrals; dominated convergence applies under an integrable majorant; locally integrable functions are determined almost everywhere by their distribution pairings. (Tonelli's theorem for nonnegative measurable functions on a sigma-finite product, Dominated convergence, Locally integrable functions embed in distributions)
Proof
The dyadic pieces and the kernel. The hypotheses of [F1] are satisfied, so with , , as there the weighted bounds hold; [F2] then supplies the tempered distribution , the almost-everywhere convergent series on coinciding with off the origin, and the annular and Hörmander bounds for .
On Schwartz inputs, [F4] gives , so . Suppose and put , which vanishes near zero. Cut off at infinity using the fixed cutoff of [F1]. Then in Schwartz space, and [F2] gives . The annular bound makes finite: on , its contribution is at most , summable for by Schwartz decay, where is smaller than the distance from zero to the support of . Dominated convergence [F6] gives . Only annular size and local integrability are used.
For compactly supported , its mollifications are smooth with uniformly bounded compact support and converge to in and by [F5]. Fix a compact disjoint from ; for sufficiently small all these supports lie in a fixed compact set disjoint from . The compact difference set avoids zero. Tonelli and [F2] give . The same estimate with proves absolute convergence of its kernel integral almost everywhere on . Step 1.2 identifies there with the kernel integral of . By [F3], in , hence in by Cauchy–Schwarz. Uniqueness of the limit identifies with the kernel integral of . A countable compact exhaustion proves the off-support representation on .
The kernel has annular and Hörmander constants at most , and has norm . Step 2.1 proves its off-support representation, so is a Calderón–Zygmund operator. Apply the dimension-only estimate proved in the quantitative argument of Calderón–Zygmund operators are bounded on Lp to get . The constant has no unrecorded dependence on .
Consequently is an Fourier multiplier in the sense of the multiplier definition: [F3] gives , for the distribution is the regular distribution of the class , which is the class assigned to by the extension of step 3.1 (the two extensions of the Schwartz-core action agree on the dense subspace ), and step 3.1 is exactly the required norm bound. Hence for every , which is the assertion.
Endpoint targets: weak (1,1) here, L∞ to BMO later; strong endpoints fail in general
Statement
Assume Countable Choice (The Axiom of Countable Choice ()). For an -bounded Calderón–Zygmund operator the two endpoint-adjacent facts established on this page are the weak estimate of Calderón–Zygmund operators are of weak type (1,1) and the strong bounds for of Calderón–Zygmund operators are bounded on Lp. The following claims are deliberately not made here, and the reader should not read the page as asserting or refuting them.
First, no strong type bound and no bounded action on is claimed; the weak estimate is the endpoint substitute for the former, and the companion examples page exhibits the Hilbert transform of an interval indicator as a counterexample to compatible strong and conclusions, for the Hilbert transform and hence for the class of Calderón–Zygmund operators.
Second, the endpoint is the subject of the later BMO page of this track, where bounded mean oscillation is defined and the endpoint estimate is proved; neither the statement nor the proof of that estimate is used here, and no conclusion is available from it.
The strict-range bounds are stated with the exponent range only; the constants blow up as and as in the estimates recorded above, consistently with the two refuted endpoints.
Mihlin endpoints: weak (1,1), but no general strong endpoint bounds
Statement
Assume Countable Choice (The Axiom of Countable Choice ()). The displayed estimate in The Mihlin–Hörmander Fourier multiplier theorem gives strong bounds for . Its proof also identifies as a Calderón–Zygmund operator with Hörmander constant at most and norm . Consequently Calderón–Zygmund operators are of weak type (1,1) gives the weak endpoint where is the derivative-bound constant in the Mihlin theorem. This is a bound for the multiplier operator; it does not require the stronger principal-value and pointwise kernel hypotheses used for maximal truncations.
Remarks
No general strong or bound follows. In dimension one, satisfies the Mihlin hypotheses despite its jump at the origin, and its Hilbert transform has the weak endpoint above while the interval-indicator counterexamples refute compatible strong and bounds (Strong type (1,1) fails for the Hilbert transform ↗, Calderón–Zygmund operators need not map L∞ to L∞ ↗). A jump at a nonzero frequency violates the Mihlin smoothness hypothesis; boundedness of a symbol alone does not imply a strong bound.
5 · Examples, counterexamples and false statements
None yet.