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BMO, John-Nirenberg, and H1 Duality
1 · Prerequisites
- Absolute and Conditional Convergence; Rearrangement; Products
- Areas of Elementary Plane Figures
- Banach Alaoglu Goldstine and Krein Milman
- 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
- Convergence: Nets and Filters
- 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
- Harmonic Functions and Mean Values in Rn
- 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
- Orthonormal Bases, Parseval and Fourier Series
- 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
- Real Hardy Spaces Maximal Functions and Atoms
- 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
- Signed and Complex Measures Hahn and Jordan
- 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 Duality of Lᵖ and L^q
- The Exponential Function
- The Fundamental Theorems of Calculus
- 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 Radon Nikodym Theorem and Lebesgue Decomposition
- 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 space of bounded mean oscillation modulo constants, the John-Nirenberg exponential inequality, and the duality of the real Hardy space of the companion FR-9 page. The definition fixes the cube-based seminorm and the quotient by the constants, with the mean recorded as the optimal constant up to the factor ; the zero seminorm is exactly the class of the constants. Two elementary tools are developed first: nested-cube averages grow at most logarithmically, and range truncations preserve the seminorm up to the constants , and that the Banach-Alaoglu step needs.
The John-Nirenberg theory is proved by recursive stopping on the all-generations dyadic grid at a fixed height : the generation- cubes decay geometrically in measure, and off them the oscillation is at most , which integrates to the exponential tail bound and, through layer cake, to the equivalence of the oscillation norms for every . A separate local/far kernel decomposition, together with the bound, proves the endpoint result at the other end of the scale: every Calderon-Zygmund operator with a standard Holder kernel maps into modulo constants, and the Hilbert and Riesz transforms are verified to be such operators, closing the endpoint left open by the preceding pages.
The second half of the page proves the duality. Atoms pair boundedly with BMO functions, -normalised atoms and mean-zero functions on a cube embed continuously into , and finite atomic sums are dense. A bounded functional on is then represented on each local mean-zero space by Riesz representation, the local representatives glue to a BMO function, and their uniform oscillation bound gives surjectivity; injectivity of the atom pairing gives uniqueness of the class. Hence is isomorphic to with equivalent norms. The proof assumes the Axiom of Choice, used for the weak-star cluster point of the truncated functionals in the dual of , and implying the Countable Choice assumptions of its suppliers; the earlier items assume only Countable Choice or none. The companion page carries the logarithm example, the strictness of the inclusion, the failure of global integrability, the worked tail integration, and a recorded two-grid dyadic result.
3 · Logical flowchart
4 · Definitions, theorems and proofs
BMO seminorm and the quotient by constants
Definition
Complex scalars, Lebesgue measure on , and the complex and test-function conventions of Complex Lp classes and Euclidean test-function conventions. A cube is a nondegenerate axis-parallel cube (Axis-parallel rectangles in and their volume). For and a cube put , so that is the mean of over , and define the seminorm , the supremum over all cubes, and . The mean is optimal up to a factor of in the average: where the infimum is over . Moreover exactly when is constant almost everywhere, so the page works with the quotient of equivalence classes modulo constants; a class is written and the zero class is the class of the constants. Replacing cubes by balls in the supremum defines an equivalent seminorm with comparison constants depending only on .
These assertions follow directly from the averages. For every , , so the triangle inequality gives the factor- upper bound; taking gives the other inequality. For locally integrable functions , homogeneity and give the seminorm laws. If the seminorm is zero, almost everywhere on each , . The constants agree on their positive-measure overlaps, and the exceptional set is the union of the explicit measurable null sets , hence is null by countable additivity of Lebesgue measure. Conversely an almost-everywhere constant has zero oscillation. Thus the quotient also identifies almost-everywhere equal representatives. Finally, if are measurable sets of finite positive measure and , then . Every ball is contained in a concentric cube of comparable volume, and every cube is contained in a concentric ball of comparable volume. Applying this inequality in both directions proves the cube/ball comparison.
The Hilbert and Riesz transforms are Calderon-Zygmund operators
Statement
Assume Countable Choice. Let be the Hilbert transform of the line and, for , let be the Riesz transform of Riesz transforms on Euclidean space. Then and each are Calderon-Zygmund operators with the kernels and : they are -bounded with norm at most , and for every compactly supported and almost every one has with the kernel of . Moreover both kernels are standard -Holder Calderon-Zygmund kernels with the published constants ( and , respectively).
Facts & Assumptions
Given: Countable Choice, the Hilbert transform on with kernel , and the Riesz transforms on with kernels .
The Hilbert transform is a well-defined operator with and ; it is skew-adjoint, ; on Schwartz functions , the principal value exists at every and equals , with (The Hilbert transform is an L2 isometry and squares to minus the identity, The Hilbert transform is skew-adjoint on L2, The Hilbert transform is the tempered convolution with pv(1/(pi x)) and has signum Fourier multiplier, Truncated Hilbert transform and principal value).
The Riesz transform has multiplier for (and ), acts on Schwartz functions, and satisfies for all ; its kernel obeys and whenever and , with ; and for every Schwartz function the truncated integrals converge as , for every , to a continuous representative of the class (Riesz transforms on Euclidean space, Riesz transforms are L2 contractions and square to minus the identity in sum, Riesz kernel size, difference and spherical-cancellation bounds, The Riesz transform is the principal value of its kernel, with the matching constant).
Polar coordinates under Countable Choice: for every Borel measurable nonnegative on , where (Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma).
The Fourier transform extends to a unitary preserving the first-variable-linear inner product (Plancherel theorem).
The Fubini theorem applies to functions on products of -finite measure spaces (Fubini's theorem for L^1 functions on a sigma-finite product).
The map sending a locally integrable function to its regular distribution is injective on modulo almost-everywhere equality, for every open (Locally integrable functions embed in distributions).
The Calderon-Zygmund kernel and operator conventions are those of Calderón–Zygmund kernels and their associated operators: conditions (1) and (2) are the annular size and Hormander conditions, and condition (3) is the off-support representation by the kernel.
The pointwise first-difference estimate defines the standard -Holder kernel condition once the base Calderon-Zygmund conditions have been verified (Standard (Hölder) Calderón–Zygmund kernels).
Countable Choice (The Axiom of Countable Choice ()).
Proof
The Hilbert kernel is odd, continuous on and hence locally integrable there, and for every the annular integral is , so condition (1) of [F7] holds with . If then , so ; this gives the required pointwise first-difference bound with constant . The standing Countable Choice hypothesis [F8] is inherited with the Hilbert theory of [F1], which is stated under it, and is used nowhere else in this step.
The Riesz kernel is smooth and odd on , hence locally integrable there, and gives for every , so condition (1) of [F7] holds with ; [F2] gives the pointwise first-difference bound with . The standing Countable Choice hypothesis [F8] is inherited here with the Riesz theory of [F2], which is stated under it.
The operators are -bounded with norm at most : and by [F1] and [F2]. The Hilbert transform is skew-adjoint by [F1]. For the Riesz transforms, Plancherel [F4] and the multiplier representation give, for , , because on the purely imaginary symbol; hence .
Both kernels satisfy the annular size condition (1) of [F7] by steps 1.1 and 1.2. For either kernel and every , the pointwise difference bound in step 1.1 or 1.2 gives for . By polar coordinates [F3], Thus condition (2) of [F7] holds directly with , so both kernels are Calderon-Zygmund kernels in the base sense. Since condition (2) is now established, their pointwise first-difference bounds make them standard -Holder kernels by Standard (Hölder) Calderón–Zygmund kernels, with constants and .
Fix a compactly supported and put ; fix also . Then and are disjoint compact sets, so their distance is positive and the kernel is bounded on ; since is integrable on its compact support by Cauchy-Schwarz, the double integral below is absolutely convergent. For one has , and the truncated integrals in the principal-value formulas [F1] and [F2] converge to the full absolutely convergent integral , so there. Skew-adjointness from step 1.3 therefore gives , and since the kernels are real-valued this equals . Substituting by oddness and applying Fubini [F5] yields with .
For every the integral defining is absolutely convergent: is bounded on the compact set , and . Hence is locally integrable on the open set , and is locally integrable as well because ; step 2.2 says that the regular distributions of and agree on every test function supported in , so the injectivity of [F6], applied on , gives almost everywhere on .
By step 2.1 the kernels and are Calderon-Zygmund kernels, by step 1.3 the operators and are -bounded with norm at most and skew-adjoint, and by step 3.1 the off-support representation (3) of [F7] holds: for almost every , . Therefore and are Calderon-Zygmund operators with the kernels and , and the standard -Holder constants are and .
L-infinity embeds continuously into BMO modulo constants
Statement
Every lies in with , so the class map is a continuous injection. Whether the injection is surjective is not claimed here; the companion examples page records an unbounded BMO function, which exhibits strictness independently.
Facts & Assumptions
Given: A bounded function and a cube , with the cube convention, the mean and the seminorm and quotient of BMO seminorm and the quotient by constants.
The mean is defined by , and the seminorm is ; the zero-seminorm class is exactly the class of functions constant almost everywhere (BMO seminorm and the quotient by constants).
On a cube of finite volume, a bounded function is integrable and (BMO seminorm and the quotient by constants).
Proof
For every cube the triangle inequality and [F2] give , so is locally integrable and ; in particular .
Adding a constant to a representative gives by linearity of the integral, so the class map is well defined on : both quotients identify functions whose difference is almost everywhere constant. If two classes have the same image in , then is almost everywhere constant by the definition of that quotient as the quotient of by the constants, so and already represent the same class in ; that is injectivity.
By invariance of the BMO seminorm under constants and step 1.1, for every one has . Taking the infimum over gives for the quotient norms, so the induced class map is continuous; step 1.2 gives injectivity. Both statements are choice-free: only linearity of the integral and the definition of the seminorm are used.
BMO averages on nested cubes grow at most logarithmically
Statement
There is such that for every and all cubes , writing for the side length, .
Facts & Assumptions
Given: and cubes with side lengths , together with the mean , the seminorm and the cube and volume conventions of BMO seminorm and the quotient by constants and Axis-parallel rectangles in and their volume.
For every cube , , and for cubes one has (BMO seminorm and the quotient by constants).
A cube is a nondegenerate axis-parallel cube; the concentric cube with side length has volume , and a cube whose side length is at most that of and which is contained in has volume at most (Axis-parallel rectangles in and their volume).
Proof
If the claim is trivial, so assume . Let be the least integer such that , and let be the cube concentric with of side length . The centres of and both lie in , so their coordinatewise distance is at most ; every point of is therefore within coordinate distance of the centre of , and . Since , , so . Minimality gives and hence . Therefore .
Let be the concentric cubes of side lengths . Since , [F1] gives for each , and the triangle inequality over the steps gives .
Since , [F1] and step 1.1 give .
Combining steps 2.1 and 2.2, . From we get , hence . Therefore , which is the claim with .
BMO functions pair uniformly with H1 atoms
Statement
Let and let be an atom supported in a cube , i.e. a -atom in the sense of atoms with a prescribed moment order: vanishes off , almost everywhere and . Then the integral converges absolutely and , with the bound independent of the atom and of .
Facts & Assumptions
Given: and a -atom supported in a cube with almost everywhere and .
The atom hypotheses are , almost everywhere and ; an atom is bounded and compactly supported, hence locally integrable ( atoms with a prescribed moment order).
Proof
The product is integrable: vanishes off the cube and almost everywhere by [F1], while by [F2], so .
Because by [F1], subtracting the constant changes nothing: , and step 1.1 makes this integral absolutely convergent. Hence , where the middle inequality uses the almost-everywhere bound on and the last one the mean-oscillation bound of [F2].
The estimate of step 2.1 depends only on , with no reference to the particular atom or cube, so the pairing is bounded uniformly over all atoms. No choice principle is used.
John-Nirenberg stopping cubes have geometric decay
Statement
Assume Countable Choice. Let , let be an all-generations dyadic cube and let . Then there are families of dyadic subcubes , , pairwise disjoint for each fixed , such that, with : (i) each is contained in a unique level- stopping cube. Its immediate dyadic parent is contained in that stopping cube but need not belong to the preceding stopping family; (ii) for every , ; and (iii) for every , almost everywhere on , and a fortiori there, so up to a Lebesgue-null set.
Facts & Assumptions
Given: Countable Choice, , an all-generations dyadic cube and a real number .
The all-generations dyadic cubes partition at each generation, have volumes , and for two dyadic cubes one contains the other or they are disjoint; the parent of a cube of generation is its unique ancestor of generation , with volume times that of the cube (Dyadic cubes of all generations in R^n, All-generation dyadic cubes: partition, volume and nesting).
For and , the dyadic cubes with that are maximal under inclusion form a countable family of pairwise disjoint cubes; their union is exactly the dyadic maximal superlevel set ; each such satisfies ; and (Maximal dyadic cubes above a level).
In the Calderon-Zygmund decomposition of at height , the good part equals outside the union of those maximal cubes and satisfies almost everywhere (Calderón–Zygmund decomposition at height λ).
Almost every point of is a Lebesgue point of a given function (Almost every point is a Lebesgue point of a locally integrable function).
A countable union of at most countable sets is at most countable, and a countable union of Lebesgue-null subsets of is Lebesgue-null (Countable unions of at most countable sets, assuming , Subsets and countable unions of null subsets of are null).
For every cube , (BMO seminorm and the quotient by constants).
Proof
Put . Then with by [F6] and the hypothesis on . Let be the family of dyadic cubes with maximal under inclusion. By [F2] applied to and , the family is countable and pairwise disjoint, each satisfies , and . Every is a proper dyadic subcube of : it meets because its average of is positive, and if then , a contradiction, while is excluded by the same average bound. By [F3] the good part of the decomposition of equals off , so almost everywhere there.
Recursion. Let be a countable pairwise disjoint family of proper dyadic subcubes of , and for each put and let be the family of maximal dyadic cubes with . The argument of step 1.1, with replaced by and by , shows that every is a proper dyadic subcube of , that is countable and pairwise disjoint, that and , and that the good part of the decomposition of satisfies almost everywhere off . Each selected has a unique stopping parent . Its immediate dyadic parent is contained in : since and both contain , [F1] makes them nested; if , the generations of and differ by one and is impossible, so . The dyadic parent has the exact volume ratio by [F1]. Maximality gives , and hence . Thus the stopping parent is , while the immediate dyadic parent need only be contained in and need not itself belong to the preceding stopping family. Define ; indexed by pairs it is countable by [F5], its members are pairwise disjoint because distinct cubes are disjoint and each is a pairwise disjoint family of subcubes of its , and each member is a proper dyadic subcube of a unique , so its interior is contained in that cube.
By induction on , : step 1.1 is the case , and the ratio estimate of step 2.1 gives , which is the induction step.
Fix and discard the exceptional Lebesgue-null sets of steps 1.1 and 2.1 together with the null sets of non-Lebesgue points of the countably many functions for of level at most ; by [F4] and [F5] the discarded set is Lebesgue-null. Let lie outside it, and let be the largest integer such that lies in some cube of level , where ; such an exists because , and is unique because the families at each level are pairwise disjoint. Since lies in no cube of level , the good-part bound of [F3] for the ambient cube gives ; moreover, because is a Lebesgue point of , the dyadic cubes of generation containing lie in with volume comparable to , so their averages of converge to , giving by [F2] and [F4]. For , with , because was selected inside the ambient cube . Hence , using and for , . The complement of inside therefore satisfies the asserted almost-everywhere bound, its exceptional set being a countable union of Lebesgue-null sets by [F5].
Steps 1.1 and 2.1 construct, for every , a countable pairwise disjoint family of proper dyadic subcubes of , each with a unique stopping parent in the preceding family and with its immediate dyadic parent contained in that stopping parent, which is (i); step 3.1 is the geometric-decay estimate (ii); and step 3.2 is the level bound (iii). The construction applies the published maximal-cube and decomposition lemmas countably many times, which is exactly where Countable Choice is used, together with the countable-union facts in [F5].
Range truncations preserve the BMO seminorm up to a constant
Statement
For every real-valued and every the one-sided truncations satisfy and ; consequently for the two-sided truncation satisfies . For a complex-valued the componentwise truncation satisfies , pointwise as , and .
Facts & Assumptions
Given: A function , a cube and constants , and , with the mean and seminorm of BMO seminorm and the quotient by constants.
The mean is and ; for every constant one has and hence (BMO seminorm and the quotient by constants).
The reverse triangle inequality gives for real or complex numbers , and for real the maximum and minimum decompose as and .
Proof
For a locally integrable , a cube and a constant , one has , so ; taking the supremum over gives for any choice of constants .
Let be real-valued, fix and put . For every cube , [F2] with gives pointwise on , so choosing in step 1.1 yields .
By [F2], and ; translation by constants leaves the seminorm unchanged by [F1] and the triangle inequality for the supremum gives , and the same computation applies to .
If , then and applying step 3.1 twice gives .
Let be complex-valued and put and , so . Then and , hence , and , pointwise as . Moreover and , because and similarly for the imaginary part; step 4.1 applied to and gives .
Steps 3.1, 4.1 and 5.1 are the three assertions of the statement. No choice principle is used: only linearity of the integral, the definition of the seminorm and elementary real and complex inequalities.
Calderon-Zygmund operators map L-infinity to BMO
Statement
Assume Countable Choice. Let be a Calderon-Zygmund operator with kernel in the sense of Calderón–Zygmund kernels and their associated operators: satisfies the annular size bound with constant and Hormander's condition with constant , is -bounded with norm and satisfies the off-support representation (3) of that definition. Assume moreover that is standard -Holder with constant for some (Standard (Hölder) Calderón–Zygmund kernels). Fix , chosen so that whenever and . For a cube and a point put, for , , where is the concentric cube with side length and . Then: (i) the tail integral converges absolutely for every ; (ii) for nested cubes the difference is almost everywhere constant on , so the localisations define a class ; (iii) ; and (iv) if in addition , then the class is the class of the function defined by the operator, modulo constants.
Facts & Assumptions
Given: Countable Choice, a Calderon-Zygmund operator with kernel and constants , standard -Holder with constant , a bounded function , cubes and points .
The kernel satisfies and ; is -bounded with norm and, for every compactly supported , for almost every , the integral converging absolutely (Calderón–Zygmund kernels and their associated operators).
The kernel is standard -Holder with constant : whenever (Standard (Hölder) Calderón–Zygmund kernels).
A cube of side length has diameter at most : its points lie in an axis-parallel box with side lengths , so coordinatewise and ; the concentric cube of side has volume times the volume, and containment of cubes is preserved under concentric dilation (Axis-parallel rectangles in and their volume).
The Cauchy-Schwarz inequality gives on a finite-measure set , and is the quotient of measurable functions modulo almost-everywhere equality, with (Cauchy-Schwarz inequality for , The space as the quotient by null functions).
Polar coordinates: for Borel measurable , , with the finite Borel surface measure on (Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma, The polar surface set function on the unit sphere).
Fubini applies to functions on products of -finite measure spaces, and dominated convergence applies to pointwise convergent measurable functions dominated by one integrable function (Fubini's theorem for L^1 functions on a sigma-finite product, Dominated convergence).
Countable unions of Lebesgue-null sets are Lebesgue-null, and Countable Choice permits the countably many selections made below (Subsets and countable unions of null subsets of are null, The Axiom of Countable Choice ()).
The seminorm is , and the quotient identifies functions differing by an almost-everywhere constant (BMO seminorm and the quotient by constants).
If a sequence converges in , it has a subsequence of measurable representatives converging almost everywhere to a representative of the limit under Countable Choice (Assuming Countable Choice, -convergent sequences have almost-everywhere convergent subsequences).
Proof
The local term obeys , by Cauchy-Schwarz [F4], the bound [F1] and [F3].
For one has ; for the coordinatewise distance from to the complement of the concentric cube is at least , so ; and if , and , the same computation with gives .
The tail integral converges absolutely for every . If , its integrand is zero. Otherwise, by [F2] and step 1.2, for , and by [F5] the tail power integral is . Hence , a bound independent of and ; this is (i), and the tail is a bounded measurable function of : [F2] implies continuity of away from zero, while its displayed bound gives an integrable majorant uniformly on , so dominated convergence gives continuity of the tail there.
Nested consistency. Let be cubes with points and , and let . Since , splitting the complement of into and and using linearity of gives . The function is compactly supported with support disjoint from , so the off-support representation [F1] gives for almost every ; the first integral over converges absolutely because that region lies in a bounded annulus about on which the annular bound of [F1] controls . If , the last integral is zero; otherwise it converges absolutely by Hormander's condition [F1] applied at centre with nonzero translation , since for by step 1.2. The resulting expression is independent of , so is almost everywhere constant on , which is (ii).
Combining steps 1.1 and 2.1, for every cube , hence by the optimal-constant bound of [F8] with the mean oscillation of over is at most .
Coherence and gluing. If are cubes, choose a cube containing both; step 2.2 shows that each is constant almost everywhere on , so is constant almost everywhere on . Let for and choose representatives of the countably many localisations, which Countable Choice permits [F7]. Define constants inductively by and , the bracket being the constant of step 2.2 on ; then satisfies almost everywhere on . Removing the countable union of the exceptional null sets, which is null by [F7], define for outside that null set, and set on the null set; this is well defined and locally integrable, and for every cube , choosing with , the function is almost everywhere constant on by the construction and step 2.2. Two such global representatives differ by constants on the nested ; these constants agree on their positive-measure overlaps, so the global class is unique. Linearity follows from linearity of each localisation and this uniqueness.
By step 3.2, is constant almost everywhere on every cube , so the mean oscillation of over equals that of ; by step 3.1, for every cube. Hence with for , and its class modulo constants is the class of the statement, which is (iii).
Suppose ; fix a cube and and write and for the tail of the localisation. Let for . Each is compactly supported with support disjoint from , so [F1] gives for almost every ; since in , boundedness of gives in . By [F9] choose a subsequence whose representatives converge almost everywhere to a representative of , and intersect this full-measure set with the full-measure set where the countably many off-support identities hold. For the kernel difference below is zero. For distinct outside the exceptional null set and , one has by step 1.2, so by [F2]; the function is integrable on by Cauchy-Schwarz [F4] and [F5], so dominated convergence [F6] gives along that subsequence . Hence has equal values at almost every pair of points of , so by Fubini [F6] it is almost everywhere constant on . Since in and , the difference is almost everywhere constant on ; that is (iv), and it identifies the class of with the localisation class of step 3.2 modulo constants.
Steps 2.1, 2.2, 4.1 and 4.2 prove (i), (ii), (iii) and (iv) respectively, and steps 3.1 and 3.2 supply the global representative used in (iii). The argument uses Countable Choice exactly in the countably many applications of the off-support representation and in the selection of the representatives and subsequence in steps 3.2 and 4.2, and it uses no other choice principle.
The Hilbert and Riesz transforms map L-infinity to BMO
Statement
Assume Countable Choice. The Hilbert transform on and the Riesz transforms on extend to bounded maps , where for and for : for every the class of is well defined modulo constants, agrees with the action of when , and satisfies with a dimensional constant.
Facts & Assumptions
Given: Countable Choice, the Hilbert transform and the Riesz transforms , and a bounded function , with for and for .
The Hilbert transform and each Riesz transform are Calderon-Zygmund operators whose kernels are standard -Holder, with operator norm at most ; the Hilbert transform is the case with kernel and the Riesz transforms have kernels (The Hilbert and Riesz transforms are Calderon-Zygmund operators).
Every Calderon-Zygmund operator with a standard -Holder kernel and norm at most maps into : the class of is well defined modulo constants, agrees with the action when , and has (Calderon-Zygmund operators map L-infinity to BMO).
Proof
The hypotheses of [F2] are satisfied with : [F1] supplies the Calderon-Zygmund operator, the standard -Holder kernel with its constant, and the bound by ; for the Hilbert transform this is the case and for each Riesz transform the case of the corresponding kernel .
Applying [F2] to the Hilbert transform and to each Riesz transform gives, for every in the corresponding dimension, a well-defined class modulo constants with , and when that class is the class of the function ; the constants and hence depend only on .
The assertions of the statement are exactly those of step 2.1 for and , with . Countable Choice is inherited from both [F1] and [F2], including the endpoint gluing and consistency argument.
John-Nirenberg exponential inequality
Statement
Assume Countable Choice. There are constants such that for every , every cube and every , . If then is constant almost everywhere and the left-hand side is for every , which is the interpretation used throughout.
Facts & Assumptions
Given: Countable Choice, , a cube and a level .
The seminorm is and it vanishes exactly on the almost-everywhere constants (BMO seminorm and the quotient by constants).
For every and every all-generations dyadic cube there are pairwise disjoint dyadic subcubes such that and almost everywhere on for every (John-Nirenberg stopping cubes have geometric decay).
The all-generations dyadic cubes of Dyadic cubes of all generations in R^n partition at each generation, with parent and nesting as in All-generation dyadic cubes: partition, volume and nesting: every point lies in exactly one cube of each generation, and a dyadic cube of a coarser generation containing a point contains every finer dyadic cube through that point.
Proof
If , then is constant almost everywhere by [F1], so almost everywhere for every cube and the asserted left-hand side vanishes for every ; this is the interpretation required by the statement.
Covering by dyadic cubes. Let be the greatest integer with and put , so that . Every coordinate interval of has length at most and therefore meets at most two of the generation- dyadic intervals, so is contained in the union of the generation- dyadic cubes that meet it. Each has side , so .
Small levels. If , then for every one has , because .
Comparison of the means. Fix and a point ; both cubes lie in the cube centred at of side , because their diameters are and respectively. By [F1], for cubes one has . Since and , applying this with and with gives .
Large levels. Suppose and with , and put , , and , where . Then , , and because as . Apply [F2] on each dyadic cube at height : the level- stopping families are pairwise disjoint with , and almost everywhere off their union, so step 2.1 gives there. Hence is contained in up to a Lebesgue-null set and has measure at most . Summing over the cubes of step 1.2 gives with .
Assembly. Take , , and . Steps 3.1 and 1.3 give for every when , covering the large levels and the small levels respectively, and step 1.1 gives the bound when . Both constants depend only on , and the stopping construction inside [F2] is the only place Countable Choice is used.
BMO oscillation norms in Lq are equivalent
Statement
Assume Countable Choice (The Axiom of Countable Choice ()).
Let and for put , the supremum over all cubes. Then there are constants such that for every ; indeed for every cube . In particular every function lies in .
Facts & Assumptions
Given: Countable Choice, , a function , a cube , and the mean and seminorm of BMO seminorm and the quotient by constants.
The mean is and ; the seminorm vanishes exactly on the almost-everywhere constants (BMO seminorm and the quotient by constants).
Holder's inequality on the finite-measure cube , applied to the nonnegative functions and , gives for (Holder's inequality for integrals, including the endpoint cases); if the right-hand side is infinite the inequality is immediate, and is equality.
The layer-cake formula gives (For 0 < p < infinity, the layer-cake formula computes the integral of |f|^p from the distribution function).
There are constants with for every , the zero-seminorm case giving the value (John-Nirenberg exponential inequality).
Proof
Lower bound. By [F2], for every cube ; taking the supremum over all cubes gives , so is admissible.
Upper bound for a fixed cube. If , [F4] inserted into the layer-cake formula [F3] gives after the substitution ; the last integral is finite because is integrable on . If the left-hand side is by [F1], so the same estimate holds with either side zero.
With , step 1.2 gives for every cube , and taking the supremum over gives ; so is admissible. Both constants depend only on and .
Finally, for and a cube one has , hence by step 2.1 and the finiteness of the local mean ; every compact set is covered by finitely many cubes, so .
L2-normalised H1 atoms have uniformly bounded H1 norm
Statement
Assume Countable Choice. Fix an admissible kernel with and an auxiliary integer order for the grand-maximal characterisation. Let be a -atom supported in a cube : vanishes off , and . Then , with the constant independent of and the atom.
Facts & Assumptions
Given: Countable Choice, the fixed admissible kernel and auxiliary integer order from the statement; also let be a -atom supported in a cube with centre and side , and the functionals and spaces of The real Hardy space defined by a radial maximal function and Grand maximal test class of order N and the grand maximal function.
The test class is with , with ; in particular and, from the componentwise derivative bounds in the seminorm, for every (Grand maximal test class of order N and the grand maximal function).
Every class has a representative defining a tempered distribution, and for the regular distribution of a locally integrable compactly supported the convolution is (Polynomial growth functions define tempered distributions, Convolution of a tempered distribution with a schwartz function).
The stated atom hypotheses give , and ; hence by Cauchy-Schwarz on the finite-measure cube (Cauchy-Schwarz inequality for ).
Once has been established, the maximal-function characterisation gives and and is Borel measurable (Maximal-function characterisations of real Hardy spaces, Measurability and lower semicontinuity of the smooth maximal functions).
The centered Hardy-Littlewood maximal operator satisfies and is Borel measurable for (The centered maximal operator is bounded on for , The centered Hardy-Littlewood maximal function is Borel measurable, The centered and uncentered Hardy-Littlewood maximal functions).
A Euclidean ball of radius is contained in the axis-parallel box of side with the same centre; under Countable Choice that box has Lebesgue measure , and Lebesgue measure is monotone (Axis-parallel rectangles in and their volume, A box in with parameters is Lebesgue measurable of measure , whichever of its faces are included, Measures are monotone).
Under Countable Choice, for a finite positive constant depending only on dimension (Sphere and ball measures scale in Rn).
Proof
Since is supported in the finite-measure cube , [F2] identifies its regular distribution with a tempered distribution; [F3] gives . For every , . Fix and . Split the convolution integral into and the annuli for . The ball inclusions and , together with [F5] and [F7], give since makes the geometric series converge. Taking suprema gives pointwise.
Near region. Put and . By [F6], , since the ball is contained in the corresponding axis-parallel cube. Cauchy-Schwarz together with the bound of [F5] and step 1.1 gives .
Far region, pointwise. Assume ; then every satisfies , so for and on the segment between and one has . If , then and with because and ; if , the same difference is at most by [F1]. Using to write and from [F3], both cases give , and taking suprema over , and yields .
Far region, integration. Covering by the shells , each contained in a cube of side , and using step 2.2 gives .
Combining steps 2.1 and 3.1, , so [F4] gives , independent of and of the atom. Countable Choice is inherited from the maximal-function and measure suppliers [F4]-[F7].
Mean-zero L2 functions on a cube embed continuously into H1
Statement
Assume Countable Choice, and fix the admissible kernel and auxiliary order of L2-normalised H1 atoms have uniformly bounded H1 norm. There is such that for every cube and every with and , the class of lies in and .
Facts & Assumptions
Given: Countable Choice, the fixed and , a cube of finite positive volume (Axis-parallel rectangles in and their volume) and a function with and .
The functional is for an admissible Schwartz function with , defined for tempered distributions (The real Hardy space defined by a radial maximal function), and every class has a representative defining a tempered distribution (Polynomial growth functions define tempered distributions).
If vanishes off a cube , has and , then with this constant independent of and (L2-normalised H1 atoms have uniformly bounded H1 norm).
For and a tempered distribution , pointwise, because is complex-linear in ; hence (The real Hardy space defined by a radial maximal function).
The classes of The space as the quotient by null functions are used, so all statements below are insensitive to changes on null sets.
Proof
If almost everywhere, then is the zero distribution and .
Assume in , so because has finite measure, and put . Then vanishes off and ; moreover , so and : the function is a -atom. By [F2], .
Since , the homogeneity [F3] gives ; together with the trivial case of step 1.1 this is the asserted estimate, and the class of lies in because does and multiplication by a scalar preserves the space.
Finite atomic sums are dense in H1
Statement
Assume Countable Choice. The finite linear combinations of atoms are dense in : for every and every there are finitely many atoms and coefficients with .
Facts & Assumptions
Given: Countable Choice, and , with the -atoms of atoms with a prescribed moment order and the functional of The real Hardy space defined by a radial maximal function.
The atomic characterisation of gives a sequence and -atoms , reindexed by , with converging in , with for a suitable constant; moreover every such series converges also in the quasi-norm, which for is the norm (Atomic characterisation of real for , The real Hardy space defined by a radial maximal function).
For an sum of atoms indexed by , the partial sums converge to the sum in the quasi-norm and the tail bound holds ( sums of atoms converge in and in with ).
Proof
By [F1] fix -coefficients and atoms , indexing both sequences by , with converging in and with ; by the same item the partial sums converge to in the norm.
Since as by step 1.1 and , there is with ; the sum is a finite linear combination of the atoms with coefficients , and [F2] gives the same conclusion with the explicit tail bound.
Thus for every and every there is a finite atomic sum within in the norm, which is density. Countable Choice is inherited from the atomic characterisation.
Bounded H1 functionals have compatible local L2 representatives
Statement
Assume Countable Choice and fix the kernel and auxiliary order of Mean-zero L2 functions on a cube embed continuously into H1. Let and let be the closed subspace of of functions supported in the cube with (equivalently, mean when ). For every cube there is a unique with for every ; moreover implies that is almost everywhere constant on . Consequently there are a locally integrable function on , unique up to additive constants, and for every cube a constant with almost everywhere on .
Facts & Assumptions
Given: Countable Choice, a bounded linear functional and cubes , with the complex space and its integral pairing of with the integral pairing is a Hilbert space and The space as the quotient by null functions.
For every cube and every with and one has for the fixed kernel and order of (Mean-zero L2 functions on a cube embed continuously into H1).
On complex the form is a Hilbert-space inner product, and Riesz representation holds: for every bounded linear functional on a closed subspace there is a unique with for all and ( with the integral pairing is a Hilbert space, Riesz representation for Hilbert spaces).
Cauchy-Schwarz gives (Cauchy-Schwarz inequality for ).
A countable union of Lebesgue-null sets is Lebesgue-null (Subsets and countable unions of null subsets of are null), and Axis-parallel rectangles in and their volume supplies the cube conventions of the chain below.
Proof
For a cube , the set is the kernel of the continuous linear functional on the closed subspace (closedness follows from for a supported approximating sequence , and continuity of the integral from [F4]), hence a closed subspace of the Hilbert space ; and for the boundedness of and [F1] give , so is bounded for the norm.
By [F2] applied to the closed subspace and the bounded functional , there is a unique with for ; setting , which still lies in because conjugation preserves supports and means, gives for every , and is unique with this property.
Nested compatibility. If , then as an almost-everywhere quotient, and constancy almost everywhere on is vacuous. Assume now . If then , and for step 2.1 gives . Put and apply this identity with , which belongs to . Then , so equals the constant almost everywhere on .
Gluing. Let for and use Countable Choice to select measurable representatives of their . By step 3.1 the difference is almost everywhere constant on ; define and , so that almost everywhere on . Removing the countable union of the exceptional null sets, which is null by [F3], define for outside that null set, and set on the null set; this is well defined, locally integrable, and for every cube , choosing with , the function is almost everywhere constant on by the construction and step 3.1. If is another such function, then on each the difference is constant almost everywhere, and the constants agree on the positive-measure overlap , so is almost everywhere equal to a single constant on : uniqueness up to additive constants.
Steps 2.1, 3.1 and 4.1 prove the existence and uniqueness of each , the nested constancy, and the existence of the global representative with constants , which is the statement. Countable Choice is used for the countably many representations and the countable union in step 4.1.
Bounded BMO functions dualise H1 boundedly
Statement
Assume Countable Choice, fix the kernel and admissible atomic order used in Atomic characterisation of real for . There is such that for every and every the integral converges absolutely and .
Facts & Assumptions
Given: Countable Choice, the fixed , and .
The atomic characterisation gives and -atoms with in and with the partial sums converging to in the norm; the coefficients satisfy (Atomic characterisation of real for , sums of atoms converge in and in ).
Each atom is bounded, compactly supported and has ; the pairing with satisfies ( atoms with a prescribed moment order, BMO functions pair uniformly with H1 atoms).
Complex is complete, and on any measure space the pairing of an function with an function obeys (Complex Lp completeness and almost-everywhere subsequences, Holder's inequality for integrals, including the endpoint cases, The space as the quotient by null functions).
Proof
By [F1] fix a representation with . The partial sums are functions with by [F2]; they therefore form a Cauchy sequence in , and by completeness [F3] converge in to some with . For every test function one has by [F3] and the -convergence of the partial sums; hence is represented by the function , and converges absolutely with .
Since in and , [F3] gives ; and by [F2]. Passing to the limit gives .
Step 2.1 is the asserted bound with constant , and step 1.1 is the asserted absolute convergence. Countable Choice is inherited from the suppliers.
The dual representative has uniformly bounded BMO oscillation
Statement
Assume Countable Choice, fix the kernel and auxiliary order of Mean-zero L2 functions on a cube embed continuously into H1, let and let be the representative of the preceding lemma. Then and , with the constant independent of .
Facts & Assumptions
Given: Countable Choice, the fixed , , the locally integrable representative and the local representatives of Bounded H1 functionals have compatible local L2 representatives, and a nondegenerate cube .
For every nondegenerate cube the representative has mean on , satisfies for , and is almost everywhere constant on (Bounded H1 functionals have compatible local L2 representatives).
The restriction of to obeys for : this is the mean-zero embedding composed with (Mean-zero L2 functions on a cube embed continuously into H1).
Riesz representation is an isometry: the representing vector of has , the operator norm on the subspace (Riesz representation for Hilbert spaces).
On the positive finite-measure cube , (Cauchy-Schwarz inequality for ).
Proof
By [F1], equals a constant almost everywhere on , and has mean on ; hence and almost everywhere on . Therefore the mean oscillation of over is .
By [F2] and [F3], .
Combining steps 1.1 and 1.2 with the Cauchy-Schwarz bound [F4] gives for every nondegenerate cube . Taking the supremum over shows with .
BMO classes define bounded functionals on H1
Statement
Assume the Axiom of Choice, with the fixed kernel and admissible atomic order of Atomic characterisation of real for . For every there is a unique bounded linear functional with for every atom , and with the constant independent of . The map is linear, annihilates constants, and therefore factors through ; on every finite sum of atoms one has .
Facts & Assumptions
Given: The Axiom of Choice, the fixed , a function , the -atoms of atoms with a prescribed moment order, and the space with its atoms.
The atom pairing is bounded: for every atom the integral converges absolutely and (BMO functions pair uniformly with H1 atoms, atoms with a prescribed moment order); in particular and atoms are bounded with compact support.
If then for every the integral converges absolutely and (Bounded BMO functions dualise H1 boundedly).
Every sum of atoms lies in : if is a finite atomic sum then , and the finite atomic sums are dense in (Atomic characterisation of real for , Finite atomic sums are dense in H1).
The componentwise truncations of satisfy , , pointwise and (Range truncations preserve the BMO seminorm up to a constant).
The Axiom of Choice implies the ultrafilter lemma (The Axiom of Choice, The ultrafilter lemma, from the Axiom of Choice: every filter extends to an ultrafilter); under the ultrafilter lemma the closed dual ball of a normed space is weak-star compact (Banach–Alaoglu) and every net in a compact space has a cluster point (Assuming the ultrafilter lemma, compactness is equivalent to every net having a cluster point, every net having a convergent subnet, every filter having a cluster point, and every ultrafilter converging, Convergence and cluster points of a net in a topological space); the evaluations are continuous for the weak-star topology (The weak-star topology from finite evaluations).
If pointwise with and is an atom, then by dominated convergence, the dominating function being integrable because is bounded with compact support and (Dominated convergence, BMO seminorm and the quotient by constants).
A locally integrable function whose regular distribution vanishes is zero almost everywhere (Locally integrable functions embed in distributions).
Proof
The bounded case. Let and let be the linear span of the atoms, viewed as a subspace of by [F3]. Every is a finite sum of bounded compactly supported atoms, hence an function with , so converges absolutely and by [F2]. The value depends only on the element : if two finite sums represent the same element, then the locally integrable function has zero regular distribution, so almost everywhere by [F7] and the two integrals agree. Thus is a well-defined linear functional on , bounded by , and it extends uniquely to a bounded by density [F3]; the extension is the unique bounded functional whose value at every atom is , since two such functionals agree on and is dense.
The general case, existence of a cluster point. For general let be the componentwise truncation of [F4]; step 1.1 gives bounded functionals with . The Axiom of Choice yields the ultrafilter lemma [F5], so the closed ball of radius in is weak-star compact [F5]; by the compactness characterization [F5] the sequence, viewed as a net, has a weak-star cluster point . For every atom the evaluations converge: by [F6]. Evaluation at is weak-star continuous [F5], so is a cluster point of the convergent net in and therefore equals its limit, .
Uniqueness and the norm bound. If are bounded functionals with for every atom , then by linearity they agree on the span of the atoms and hence, by density [F3] and continuity, on all of ; so the functional of step 2.1 is the unique bounded functional with the required atom values, and .
Linearity, constants and finite sums. For and , the functionals and both assign to every atom the value , so they are equal by the uniqueness of step 3.1; the same argument gives . If is constant almost everywhere, then for every atom because by [F1], so by uniqueness. Hence is linear with image of the constants in the zero functional, so it factors through . Finally, for a finite atomic sum , linearity and step 1.1 give .
Steps 1.1 and 2.1 construct, for every , a bounded functional with the required atom values, step 3.1 gives uniqueness and the bound , and step 4.1 gives linearity, the annihilation of constants, the factorisation through the quotient and the finite-sum identity. The Axiom of Choice is spent exactly at the ultrafilter lemma and the Banach-Alaoglu cluster point in step 2.1.
BMO classes are determined by their pairings with H1 atoms
Statement
Let and suppose for every atom . Then is constant almost everywhere. Equivalently, the evaluation map on atoms is injective on .
Facts & Assumptions
Given: with for every -atom , and a cube .
A bounded mean-zero function vanishing off is a scalar multiple of an atom: for , divide by and choose the representative vanishing off the closed cube ; a zero class has zero pairing ( atoms with a prescribed moment order).
is locally integrable, , and the BMO seminorm vanishes exactly on the almost-everywhere constants (BMO seminorm and the quotient by constants).
Proof
Define on where , and elsewhere. Then , and is bounded, supported in and mean zero. By [F1] and the hypothesis, , including the zero-class case. All products are integrable because and is bounded.
Using and the definition of , we obtain . Since was arbitrary, the BMO seminorm is zero, so is constant almost everywhere by [F2]. Applying this to proves injectivity on classes with equal atom pairings; conversely constants pair to zero by atom cancellation. No choice principle or local estimate is used.
Real H1-BMO duality
Statement
Assume the Axiom of Choice, with the fixed kernel and auxiliary order used in Mean-zero L2 functions on a cube embed continuously into H1. The map , of the preceding theorem is a linear bijection, and there are constants with for every class . Thus is isomorphic to with equivalent norms.
Facts & Assumptions
Given: The Axiom of Choice and a bounded functional , with the map of BMO classes define bounded functionals on H1.
The map is linear and bounded: for every the functional satisfies on atoms and , and for constant (BMO classes define bounded functionals on H1).
The atom pairings determine the class: if for every atom , then is constant almost everywhere; equivalently is injective (BMO classes are determined by their pairings with H1 atoms).
For every the preceding local representatives produce a locally integrable with constant almost everywhere on every cube , where represents , and (Bounded H1 functionals have compatible local L2 representatives, The dual representative has uniformly bounded BMO oscillation).
The finite atomic sums are dense in (Finite atomic sums are dense in H1), and two bounded functionals agreeing on a dense subspace agree everywhere.
Proof
The map is linear by [F1]; it is bounded with by [F1]; and it is injective because a class in its kernel has vanishing pairings with all atoms and is therefore the class of the constants by [F2].
Surjectivity. Let and let be the representative of [F3], so that . For an atom supported in a cube one has , hence because and almost everywhere on ; meanwhile by the definition of [F1]. Thus and agree on every atom, hence on every finite atomic sum by linearity, and therefore on all of by density and continuity [F4]; that is, and is surjective.
The reverse norm bound. Given a class , apply step 2.1 to : there is with and . By injectivity of from step 1.1 and [F2], is constant almost everywhere, so ; combined with step 1.1 this gives with and .
Steps 1.1, 2.1 and 3.1 show that is a linear bijection with the two-sided norm bound, so is isomorphic to with equivalent norms. The Axiom of Choice is inherited from the construction of and from the local representatives.
5 · Examples, counterexamples and false statements
None yet.
Sources
- Mark Williams, Notes on Harmonic Analysis (January 11, 2022)
- Juha Kinnunen, Harmonic Analysis (Aalto University lecture notes)
- Terence Tao, Math 247A Lecture Notes 4 (UCLA, Fall 2006)
- Brooke Wilson, Math 581A Classical and Multilinear Harmonic Analysis (University of Washington, Fall 2024), lecture 18
- Brooke Wilson, Math 581A Classical and Multilinear Harmonic Analysis (University of Washington, Fall 2024), lecture 20
- Brooke Wilson, Math 581A Classical and Multilinear Harmonic Analysis (University of Washington, Fall 2024), lecture 21
- Brooke Wilson, Math 581A Classical and Multilinear Harmonic Analysis (University of Washington, Fall 2024), lecture 22