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Calderón–Zygmund Decomposition and Singular Integrals — Examples
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
- Calderón–Zygmund Decomposition and Singular Integrals
- 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
- Euclidean Surface Measure, Divergence, and Green Identities
- 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 Solutions Newtonian Potentials and Green Functions
- 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
- Hausdorff via the Diagonal
- 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
- Radon Measures and the Riesz Markov Kakutani Theorem
- Regular Surfaces and Surface Integrals
- 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
- Smooth Partitions of Unity and Exhaustions
- 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 Determinant of a Linear Operator, Cofactors and Cramer's Rule
- The Divergence Theorem and Classical Stokes
- The Exponential Function
- The Fundamental Theorems of Calculus
- The Inverse and Implicit Function Theorems
- The Inverse Function Theorem Completed
- 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
These examples and counterexamples anchor the strict-range theory of the companion page and mark the endpoints it leaves open. All of them assume Countable Choice where a choice is made.
The decomposition of the interval indicator at height is computed completely on the all-generation half-open dyadic grid: the unique maximal bad interval is with average , the parent has average exactly and is good, and the bad and good parts read off from the formulas satisfy the average bound, the mean-zero property and the measure bound with equality in spirit. The Riesz kernel is verified to be a standard -Hölder Calderón–Zygmund kernel with the published size, first-difference and spherical-mean estimates, and the Newtonian Hessian is analysed the same way: twice differentiating gives an off-origin kernel of degree whose principal value is -bounded with symbol , after the local delta term of is removed.
The two Hilbert-transform counterexamples use the same explicit interval transform : its tail at infinity is not integrable, so no compatible strong type extension exists, and its logarithmic divergence at and rules out a compatible bounded action on . Neither computation refutes the weak bound or a BMO endpoint. Finally, the positive kernel shows that the pointwise size condition alone produces no principal value and no finite maximal truncation, isolating cancellation as an essential hypothesis of the theory.
3 · Logical flowchart
4 · Definitions, theorems and proofs
None yet.
5 · Examples, counterexamples and false statements
Calderón–Zygmund decomposition of an interval indicator
Example
Assume Countable Choice. Take on with the half-open all-generation dyadic grid of Dyadic cubes of all generations in R^n and . The unique maximal dyadic interval with average of above is , whose average is ; the bad part is and the good part is , so on , and . The parent of the maximal bad interval has average exactly and is therefore good, which is how the average bound is attained.
Facts & Assumptions
Given: Countable Choice (The Axiom of Countable Choice ()); the function on ; the all-generation half-open dyadic intervals of Dyadic cubes of all generations in R^n; the height ; the decomposition of Calderón–Zygmund decomposition at height λ.
The dyadic intervals of all generations are nested or disjoint, at each generation they partition , and the interval has length (All-generation dyadic cubes: partition, volume and nesting).
Decomposition at height : for the maximal bad dyadic intervals , those with that are maximal under inclusion, are pairwise disjoint, and with and one has , on the bad intervals, and (Calderón–Zygmund decomposition at height λ).
Verification
By [F1], a dyadic interval meeting is either contained in it or contains it. The former have average . A containing interval of length , , has average , exceeding exactly when or . The unique ancestors of these lengths are and , while has average exactly and every coarser ancestor has smaller average. Intervals disjoint from have average zero. Thus all bad intervals are contained in , which is itself bad and is the unique maximal bad interval, with average .
Reading off the formulas of the decomposition [F2] for the single maximal bad interval : , , so and .
The checks: has and ; ; on its support; and . This is the asserted finite verification of maximality, of the average bound, and of the parent-good property.
The Riesz kernel is a standard Calderón–Zygmund kernel
Example
Assume Countable Choice. For and the Riesz kernel satisfies the pointwise size bound , the first-difference bound on , and the zero spherical-mean estimate; the Riesz transform is -bounded and the published principal-value formula identifies its truncations on Schwartz functions. Hence is a standard-kernel Calderón–Zygmund operator in the sense of this page.
Facts & Assumptions
Given: Countable Choice; the integer and index ; a compactly supported and a test function supported off .
satisfies ; whenever and ; and for every (Riesz kernel size, difference and spherical-cancellation bounds).
For every Schwartz function the truncated integrals converge as to a continuous representative of the class , for every (The Riesz transform is the principal value of its kernel, with the matching constant).
is the Fourier multiplier with symbol for , , and Plancherel's theorem identifies the pairing with 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 Calderón–Zygmund kernel is a measurable on , locally integrable there, with finite annular constant and finite Hörmander constant; a pointwise bound implies the annular condition with ; a Calderón–Zygmund operator is an -bounded linear operator satisfying the off-support kernel representation for compactly supported inputs (Calderón–Zygmund kernels and their associated operators, Standard (Hölder) Calderón–Zygmund kernels, Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma). Polar coordinates give for .
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)
Verification
The published estimates give exactly the size bound , the first-difference bound in the regime with constant , and the vanishing of all spherical means of . The formula for makes it smooth, hence measurable and locally integrable, off the origin.
is -bounded with norm at most one, since its symbol is measurable with on and the Plancherel multiplier bound gives ; thus is an admissible norm bound.
is skew-adjoint: for , , because for the purely imaginary symbol; hence .
The pointwise size bound gives the annular condition with . For every , integrating the raw difference bound in [F1] and using polar coordinates yields Thus Hörmander's condition holds with . Together with step 1.1 this proves that is a Calderón–Zygmund kernel, and its raw first-difference bound now makes it standard -Hölder with constant .
Let have compact support and let be supported off it. If either is zero the formula is immediate; otherwise the supports have distance . By skew-adjointness and [F2], . The kernel is real and odd, and the positive separation and bounded supports make the double integral absolutely convergent. Fubini and injectivity of locally integrable distribution pairings identify almost everywhere off its support with .
Steps 2.1, 1.2 and 2.2 verify the annular and Hörmander bounds for , the bound for and the off-support representation for compactly supported inputs; by steps 1.1 and 2.1 the kernel is standard -Hölder. Therefore is a standard-kernel Calderón–Zygmund operator in the sense of the base definition and the standard-kernel definition.
Strong type (1,1) fails for the Hilbert transform
Statement refuted
Assume Countable Choice (The Axiom of Countable Choice ()).
The interval indicator lies in , but its Hilbert transform is for , which is not integrable because for large . Hence the Hilbert transform has no compatible strong type extension: there is no bounded extension agreeing with the Hilbert transform on . No weak estimate is refuted here; the Hilbert transform is a Calderón–Zygmund operator and the companion page proves the weak endpoint instead.
Facts & Assumptions
Given: Countable Choice; the indicator ; the function on ; the dominating function off , with arbitrary values on that null set; the conventions of Complex Lp classes and Euclidean test-function conventions.
For , , and , the truncation is an absolutely convergent Lebesgue integral, is defined for every , and depends only on the almost-everywhere class of (Truncated Hilbert transform and principal value). The interval-specific domination is proved in step 1.1 below.
For every Schwartz function the principal value exists at every and equals ; the Hilbert transform extends to an isometric multiplier operator with for the first-variable-linear pairing, so (The Hilbert transform is the tempered convolution with pv(1/(pi x)) and has signum Fourier multiplier, 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).
Dominated convergence holds for sequences dominated by an integrable function on a fixed measure space (Dominated convergence); Countable Choice is assumed throughout and is used only through the cited suppliers.
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)
Counterexample
Explicit values of the truncations. For and the truncation is a sum of ordinary integrals with no singular point in the domain, and direct antiderivatives give: for or , ; for , , since there. Hence for every , so at every . Moreover, for direct integration gives . Since is -Lipschitz, . Outside the integrand has one sign, so deleting part of the integration domain also gives . Thus dominates the truncations almost everywhere. It is locally integrable because and for finite .
Distributional convergence to the transform. Let and put ; on the domain the double integral is finite because and and are bounded with bounded support, so Fubini applies and . As one has , using that the kernel is real and [F2]; the convergence is dominated by a constant depending on , because applying the estimate to bounds all uniformly. Hence dominated convergence on the finite-measure set gives .
: for one has with , and for , so . Therefore .
Identification of the limit. On each compact the domination of step 1.1 with and the pointwise convergence off the null set let dominated convergence pass the limit inside the pairing: for every test function supported in , hence for every test function. Comparing with step 1.2, for every , and both and the class are locally integrable, so almost everywhere; in particular with and .
Suppose were bounded and agreed with the Hilbert transform on . Since by step 2.1, the class would equal the class , which step 2.1 identifies with ; but by step 1.3, whereas by definition of . This contradiction shows that no such exists, which is exactly the failure of strong type ; the statement says nothing about weak type .
Calderón–Zygmund operators need not map L∞ to L∞
Statement refuted
Assume Countable Choice (The Axiom of Countable Choice ()).
The bounded function has compatible Hilbert transform , which is essentially unbounded near and near : as and as . Therefore no bounded extension agrees with the Hilbert transform on , and need not be mapped to by a Calderón–Zygmund operator. No BMO-valued endpoint estimate is refuted or asserted here.
Facts & Assumptions
Given: The indicator , its transform on , and the truncations of Truncated Hilbert transform and principal value.
, the symmetric principal value satisfies for every , and almost everywhere as an class (Strong type (1,1) fails for the Hilbert transform, Truncated Hilbert transform and principal value).
Counterexample
The function is unbounded above and below on every punctured neighbourhood of the endpoints: for , , which tends to as and to as ; since is continuous, strictly increasing, with and , one has as and as . Hence for every the sets and contain nondegenerate intervals, so both have positive Lebesgue measure and is not essentially bounded.
Suppose were bounded and agreed with the Hilbert transform on . Since by [F1], the class would equal the class ; but is not essentially bounded by step 1.1, whereas every class in is essentially bounded. This contradiction shows that no bounded extension compatible on exists, which is the asserted failure; nothing here concerns a BMO-valued estimate.
Size without cancellation does not give a principal value
Statement refuted
Assume Countable Choice (The Axiom of Countable Choice ()).
The positive kernel satisfies the pointwise size bound , but its symmetric truncations diverge: for one has Hence the pointwise size condition alone gives neither a principal-value distribution along this sequence nor a finite maximal truncated operator, and cancellation needed for principal values is not implied by size, even together with Hörmander smoothness.
Facts & Assumptions
Given: The kernel on , the indicator , the truncations and the maximal operators of Maximal truncated singular integrals, and Countable Choice.
The polar-coordinates formula identifies for Borel , with the surface measure of the unit sphere (Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma).
For , , and with , the truncations and are absolutely convergent for every , and the maximal operators are , (Maximal truncated singular integrals).
A principal-value distribution for is a tempered distribution agreeing with on for which some sequence gives for every (Calderón–Zygmund kernels and their associated operators).
Counterexample
Since obeys the size bound with and , [F2] applies, and polar coordinates [F1] give, for every , with ; the doubly truncated integral likewise equals for , and it vanishes if ; fixing and sending proves .
Consequently : the symmetric truncations do not converge at the origin, and the maximal truncated operator is infinite there, although every individual truncation is finite.
No principal-value distribution for exists along any sequence . Indeed, take the nonnegative Schwartz test , with ; by continuity of there is with on , so for every polar coordinates give which tends to as ; hence the limit in [F3] fails for this and every sequence . Together with step 2.1 and [F2] this shows that the pointwise size condition by itself yields neither a principal-value distribution nor a finite maximal truncated operator, so principal-value cancellation is an additional requirement. In fact also satisfies Hörmander's condition: gives on , whose integral is bounded uniformly in by polar coordinates. Thus these kernel bounds alone do not assert a principal value or an associated -bounded operator.
Newtonian Hessian kernels fit the Calderón–Zygmund framework
Example
Assume Countable Choice. Let and let be the Newtonian potential normalised by , and write . The distributional Hessian satisfies , where the singular part is the principal value of the function on , which is smooth and homogeneous of degree with , first differences at most on , and zero spherical mean. Hence the singular part of the second derivatives of the Newtonian potential is a standard Calderón–Zygmund kernel after the local delta term is removed, and its principal-value operator is -bounded with symbol .
Facts & Assumptions
Given: Countable Choice; ; the Newtonian potential with , satisfying distributionally; indices .
For the locally integrable Newtonian kernel is off zero, where . The distributional fundamental-solution and Hessian identities are derived below; they are not consequences of the definition alone. (Newtonian potential of compactly supported data, Fundamental solution for the positive operator minus Laplacian)
Fourier differentiation satisfies . Polar integration uses the surface measure ; it is orthogonally invariant and agrees with chart surface measure, with the radius- sphere measure scaled by . The divergence theorem holds on bounded domains, with the outward normal on each boundary component. (Fourier differentiation and multiplication identities on tempered distributions, Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma, Agreement with the existing polar sphere measure, Divergence on a bounded C1 Euclidean domain)
A measurable symbol with defines a bounded Fourier multiplier of norm ; the Riesz transforms are the multipliers with symbols , so is the multiplier with symbol and (Exact L2 Fourier multiplier norm, Riesz transforms on Euclidean space, Riesz transforms are L2 contractions and square to minus the identity in sum).
A Calderón–Zygmund kernel has finite annular and Hörmander integral constants; a base kernel is standard -Hölder when it also satisfies the stated pointwise first-difference bound. A size bound gives the annular constant (Calderón–Zygmund kernels and their associated operators, Standard (Hölder) Calderón–Zygmund kernels). Polar coordinates give for (Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma).
A distribution supported at zero is a finite sum of Dirac derivatives, whose coefficients are unique. Fourier transformation converts convolution of a tempered distribution with a Schwartz function into the product of their Fourier transforms. The Hilbert adjoint uses the first-variable-linear pairing; Fubini holds for integrable complex product kernels, and locally integrable distribution pairings determine the class. (Distributions supported at one point, Fourier transform converts allowed tempered convolutions to products, The Hilbert-space adjoint of a bounded operator, Fubini's theorem for L^1 functions on a sigma-finite product, Locally integrable functions embed in distributions)
Verification
Differentiating twice off the origin gives for : the first derivative is , and differentiating once more with gives the displayed expression. This function is smooth on and homogeneous of degree .
Size and gradient bounds: by ; and since is off the origin and homogeneous of degree , each partial derivative is homogeneous of degree , continuous on the compact unit sphere, and therefore satisfies for all with .
The spherical mean vanishes: for , substituting and using the homogeneity, . The surface measure is invariant under coordinate permutations and under the sign change , so for and all integrals are equal to since their sum is ; hence , and the spherical mean of vanishes.
Principal value and the local delta term. By step 2.2, . Thus for every Schwartz test , the limit exists: near zero subtract , giving a majorant , and the tail is integrable by Schwartz decay. These bounds also prove . Integration by parts on using [F2] first shows is the regular distribution of : the inner boundary term from is , and outer terms vanish as . Applying integration by parts once more gives . The inward normal of the exterior region at radius is , which fixes the minus sign. Step 2.2 evaluates the boundary limit as . Hence ; summing the diagonal identities, whose off-origin kernels have zero trace, proves .
For , the segment from to stays in . The mean value theorem and step 2.1 give . For every , [F4] therefore gives . The size bound gives annular constant , and step 1.1 supplies smoothness off zero. Thus is a base Calderón–Zygmund kernel; its first-difference bound then makes it standard -Hölder with constant .
There is no frequency-zero ambiguity. The locally integrable kernel , bounded at infinity, defines a tempered distribution. From step 3.1, , so agrees off zero with . Since , is locally integrable even at zero and tempered. Set ; multiplication by annihilates , so it is supported at zero. Homogeneity of and change of variables in its pairing give for : the Fourier transform of is . The same scaling holds for and hence . By [F5], , while each summand pairs with as . Uniqueness of the coefficients gives for every . Taking and forces all coefficients to vanish, so .
By [F2] and step 4.1, . Step 3.1 therefore gives . This bounded real symbol is that of , so [F3,F5] identify on Schwartz functions with an multiplier of norm at most .
The multiplier is a Calderón–Zygmund operator with this kernel. Its symbol is real, so Plancherel's pairing gives . For compactly supported and a smooth compactly supported test supported away from , [F5] and step 5.1 give . On the support of , is the ordinary off-support kernel integral. The kernel is real and even, so Fubini yields . Positive separation and the size bound make this double integral absolutely convergent. The kernel integral is locally integrable off the support, so injectivity of the distribution pairing proves the required almost-everywhere off-support representation.
The preceding steps prove the kernel estimates, principal-value distribution, local delta correction, Fourier symbol, boundedness and off-support operator representation. This proves the example.