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GLOBAL, LOCAL AND VECTOR-VALUED Tb THEOREMS ON NON-HOMOGENEOUS METRIC SPACES HENRI MARTIKAINEN Academic dissertation To be presented for public examination with the permission of the Faculty of Science of the University of Helsinki in Auditorium B123, Exactum, on 9 December 2011 at 2 p.m. Department of Mathematics and Statistics Faculty of Science University of Helsinki 2011

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Page 1: Global, Local and Vector-Valued Tb Theorems on …The vector-valued theory of Calderón–Zygmund operators has greatly bene-fited from certain T1 (and Tbtheorems). Given a Banach

GLOBAL, LOCAL AND VECTOR-VALUED Tb THEOREMS ONNON-HOMOGENEOUS METRIC SPACES

HENRI MARTIKAINEN

Academic dissertation

To be presented for public examinationwith the permission of the Faculty of Science of the University of Helsinki

in Auditorium B123, Exactum, on 9 December 2011 at 2 p.m.

Department of Mathematics and StatisticsFaculty of Science

University of Helsinki2011

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ISBN 978-952-10-7365-6 (Paperback)ISBN 978-952-10-7366-3 (PDF)http://ethesis.helsinki.fi

Unigrafia OyHelsinki 2011

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CONTENTS

Acknowledgements vList of contributed articles vii

1. Overview 1

2. Non-homogeneous Calderón–Zygmund theory on metric spaces 32.1. Geometrically doubling metric spaces . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 32.2. Upper doubling measures . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 32.3. Standard kernels and Calderón–Zygmund operators . . . . . . . . . . . . . . . . . . . 32.4. Accretivity . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 42.5. Weak boundedness property . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 42.6. BMO and RBMO . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4

3. Global non-homogeneous Tb theorems 53.1. Background . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 53.2. Article [A] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 53.3. Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 63.4. Related developments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7

4. Vector-valued Calderón–Zygmund theory 74.1. Background . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 74.2. Article [B] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 84.3. Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8

5. Local Tb theorems 85.1. Background . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 85.2. Article [C] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10

6. Sharp weighted bounds for maximal truncations T\ 116.1. Background . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 116.2. Article [D] . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 126.3. Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 146.4. Related developments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14

References 15

Included papers [A, B, C, D]

iii

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ACKNOWLEDGEMENTS

I wish to express my deepest gratitude to my advisor Tuomas Hytönen for hisexpert guidance, collaboration, admirable efficiency and for always having thebest interest of his students in mind.

I am grateful to the pre-examiners Brett Wick and Stefan Geiss. It is my plea-sure to thank Pascal Auscher for accepting to act as the opponent during thepublic examination of this dissertation.

For financial support I am indebted to the Academy of Finland.I would like to thank the people at the Department of Mathematics for such

a great working environment. Special thanks are due to Pertti Mattila for help-ing me during my first steps in the academic world and Tuomas Orponen forhis friendship, many interesting mathematical discussions and collaboration. Ithank Alexander Volberg for hosting my visit to Michigan State University dur-ing November–December 2010. I would also like to thank Michael Lacey, MariaCarmen Reguera, Eric Sawyer and Ignacio Uriarte–Tuero for collaboration.

I thank Risto Tahvanainen for being such a good friend for over a decade. Fi-nally, I am deeply grateful to my parents and my brother for their support andcompany.

Helsinki, November 2011 Henri Martikainen

v

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LIST OF INCLUDED ARTICLES

This thesis consists of an introductory part and the following four articles:[A] T. Hytönen and H. Martikainen, Non-homogeneous Tb theorem and random

dyadic cubes on metric measure spaces, J. Geom. Anal., to appear; preprint(2009).

[B] H. Martikainen, Vector-valued non-homogeneous Tb theorem on metric measurespaces, preprint (2010).

[C] T. Hytönen and H. Martikainen, On general local Tb theorems, Trans. Amer.Math. Soc., to appear; preprint (2010).

[D] T. Hytönen, M. Lacey, H. Martikainen, T. Orponen, M. C. Reguera, E.Sawyer, and I. Uriarte–Tuero, Weak and strong type estimates for maximaltruncations of Calderón-Zygmund operators on Ap weighted spaces, J. Anal.Math., to appear; preprint (2011).

In the introductory part these articles are referred to as [A], [B], [C], [D] and otherreferences will be numbered as [1],[2],...

AUTHOR’S CONTRIBUTION

The research presented in this dissertation has been mainly done at the De-partment of Mathematics and Statistics at the University of Helsinki during theperiod 2009–2011. Part of the analysis and writing of [D] was done when the au-thor was visiting Michigan State University during November–December 2010.

In [B] the author’s independent research is reported. In [A] and [C] the authorhas had a central role in the analysis and writing. Article [D] is a large projectwith many collaborators and there the author has had a key role in the analysisand writing of Chapter 9, which presents one of the main components of theproof scheme.

vii

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Tb THEOREMS ON NON-HOMOGENEOUS METRIC SPACES 1

1. OVERVIEW

Various Tb theorems play a key role in the modern harmonic analysis. Theyprovide characterizations for the boundedness of Calderón–Zygmund type sin-gular integral operators. The general philosophy is that to conclude the bound-edness of an operator T on some function space, one needs only to test it on somesuitable function b. One particular allowed choice is b = 1 – such theorems arecalled T1 theorems. The original T1 theorem is by David and Journé [14]. Gener-alizations which allow one to use more general test functions b, where only somesuitable notion of non-degeneracy is required, soon followed – see McIntosh andMeyer [35] and David, Journé and Semmes [15]. Testing conditions also involvethe adjoint T ∗ of T . One can use different test functions, say b1 and b2, for T andT ∗ respectively.

One may also use several test functions – one for each cube. This has someadvantages on some situations, and constitutes the crux of the local Tb theorems.One assumes that to every cube Q there exist functions b1

Q and b2Q, supported on

Q, so that we also know something about Tb1Q and T ∗b2

Q. The aim is to demon-strate that T maps L2 to L2 with the operator norm having a natural dependenceon the assumptions. First such theorem, with L∞ control of b1

Q, b2Q, Tb1

Q and T ∗b2Q,

is by Christ [10]. One may also consider more general Lp type control like pio-neered by Auscher, Hofmann, Muscalu, Tao and Thiele [2].

The vector-valued theory of Calderón–Zygmund operators has greatly bene-fited from certain T1 (and Tb theorems). Given a Banach space, one is interestedin the question whether or not the tensor extension of a scalar-valued Calderón–Zygmund operator extends to a bounded Banach space valued operator. It isknown by results of Bourgain and Burkholder (see [6], [9]) that the greatest gen-erality in which this could be true is in the category of the so called UMD spaces.However, it seems difficult to exploit the scalar-valued boundedness directly toestablish the vector-valued boundedness. In fact, one does not generally knowhow to do this. Instead, the idea is to rely on the characterization given by Tbtheorems: one proves that the hypothesis of Tb theorems are enough to actuallyguarantee the UMD-valued boundedness. The vector-valued T1 theorem is byFigiel [16].

One more twist, which is very pertinent for this dissertation, is the choice ofthe domain and the underlying measure. For example, the above mentionedtheorems work mainly in the context of Rn equipped with the Lebesgue mea-sure, or some metric space equipped with a doubling measure. Theory thatcan handle more general measures, like those satisfying only the upper boundµ(B(x, r)) ≤ Crm, is of utmost importance too. Such results were most no-tably pursued by Nazarov–Treil–Volberg and Tolsa culminating in the globalnon-homogenous Tb theorem [40] and the resolution of Painlevé’s problem [46].The local non-homogenous Tb theorem is also due to Nazarov, Treil and Volberg[39]. In the vector-valued situation a global non-homogeneous Tb theorem is due

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2 HENRI MARTIKAINEN

to Hytönen [19]. The aforementioned non-homogenous results are tied to Rn. Be-fore this dissertation no equally satisfying theory of non-homogeneous analysisin metric spaces existed.

We study Tb theorems, global and local, which may be very general with re-spect to the underlying measure (upper doubling), the domain (geometricallydoubling (quasi-)metric space) and the range (UMD space). These notions aredefined carefully in the subsequent chapter. Also, in the final paper [D] we studyweighted estimates for maximal truncations of Calderón–Zygmund operators.This consists of reducing to certain Sawyer-type testing conditions, which arevery much so in the spirit of Tb theorems and thus of this thesis. Moreover, thepaper [D] is dyadic analysis using the randomization of dyadic grids – an un-derlying theme of the papers [A], [B] and [C] as well. The mentioned testingconditions must be verified with good enough dependency on certain parame-ters. In particular, this final paper extends the sharp bounds previously knownonly for untruncated operators, and also proves sharp weak type results, whichare new even for untruncated operators.

The particular goal of [A] is to extend the non-homogeneous Tb theorem ofNazarov, Treil and Volberg [40], which is valid in Rn with the standard Euclidianmetric, to metric spaces. One of the difficulties of lifting the proof strategy of [40]to metric spaces is to construct a randomization procedure for the metric dyadiccubes of Christ [10] which would be valid in metric spaces lacking a translationgroup. The Tb theorem of [A] is also more general with respect to the measuresconsidered – and this generality is genuinely important for some interesting ap-plications.

In [B] a vector-valued extension of the main result of [A] is considered. Asindicated above, the point is to be able to establish that Calderón–Zygmund op-erators have bounded extensions to UMD-valued operators. Here we want toallow metric domains with non-homogeneous measures. Suppose, for example,that one would have a Calderón–Zygmund operator on the Heisenberg group. Inorder to know that this extends to a bounded UMD-valued operator, one wouldneed a vector-valued T1 theorem valid on metric spaces. This is the general mo-tivation for [B], and it indeed solves such questions.

In [C] we study local Tb theorems both in the doubling and non-doubling sit-uation. There we extend a modified version of the general non-homogeneousproof technique of Nazarov, Treil and Volberg [39] to the case of upper doublingmeasures. We show that this technique can also be used in the homogeneoussetting to prove local Tb theorems with Lp type testing conditions. The ratherlarge open problem regarding the question whether one can use test functionswith Lp type testing conditions with p > 1 but p ≈ 1, remains open. However,we give a completely new proof of the results originating from Auscher, Hof-mann, Muscalu, Tao and Thiele [2] and Hofmann [18] utilizing the full force ofnon-homogeneous analysis. Such methods could also turn out to be useful in theresolution of the full conjecture.

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Tb THEOREMS ON NON-HOMOGENEOUS METRIC SPACES 3

In the next section we shall give some of the most central definitions relatedto this work. Sections following that will detail more on the papers [A]–[D] anddiscuss their relevance to previously known results. We will also discuss someapplications and connections.

2. NON-HOMOGENEOUS CALDERÓN–ZYGMUND THEORY ON METRIC SPACES

2.1. Geometrically doubling metric spaces. We consider metric spaces (X, d)satisfying the following well known geometric condition: every ball B(x, r) =y ∈ X : d(x, y) < r can be covered by at most N balls of radius r/2. Wecall such metric spaces geometrically doubling. Our theory remains valid onmost quasi-metric spaces as well. That is, we could also consider quasi-metricsρ satisfying the following additional regularity condition: for every ε > 0 thereexists A(ε) <∞ so that

ρ(x, y) ≤ (1 + ε)ρ(x, z) + A(ε)ρ(z, y)

for every x, y, z ∈ X . However, we shall not insist on this detail in this introduc-tory part. We just mention that the generality of quasi-metric spaces is needed inthe natural applications.

2.2. Upper doubling measures. Consider a function λ : X × (0,∞) → (0,∞)such that r 7→ λ(x, r) is non-decreasing and λ(x, 2r) ≤ Cλλ(x, r). We say thata Borel measure µ on X is upper doubling with a dominating function λ, ifµ(B(x, r)) ≤ λ(x, r) for all x ∈ X and r > 0. Of course, many measures are upperdoubling – like all the bounded ones. But one should realize that the choice of λis important, because we will tie our standard kernel estimates to it. So choosinga trivial λ will yield very restrictive kernel estimates.

This theory is rich enough to encapsulate doubling measures (choose λ(x, r) =µ(B(x, r))) and measures satisfying the power bound µ(B(x, r)) ≤ Crm (chooseλ(x, r) = Crm), and then our kernel estimates will agree with the traditional onesin these particular cases. The framework of geometrically doubling metric spacesequipped with upper doubling measures was first considered by Hytönen in [20],but only in the context of BMO spaces.

2.3. Standard kernels and Calderón–Zygmund operators. Define ∆ = (x, x) :x ∈ X. A standard kernel is a mapping K : X2 \∆ → C for which we have forsome α > 0 and C <∞ that

|K(x, y)| ≤ C min( 1

λ(x, d(x, y)),

1

λ(y, d(x, y))

), x 6= y,

|K(x, y)−K(x′, y)| ≤ Cd(x, x′)α

d(x, y)αλ(x, d(x, y)), d(x, y) ≥ 2d(x, x′),

and

|K(x, y)−K(x, y′)| ≤ Cd(y, y′)α

d(x, y)αλ(y, d(x, y)), d(x, y) ≥ 2d(y, y′).

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4 HENRI MARTIKAINEN

The smallest admissible C will be denoted by ‖K‖CZα .Let T : L2(µ) → L2(µ) be a linear operator. It is called a Calderón–Zygmund

operator with kernel K if

Tf(x) =

∫X

K(x, y)f(y) dµ(y)

for x outside the support of f . We assume the boundedness of T a priori, butwe are interested in quantitative bounds for ‖T‖, which only depend on somespecified information.

2.4. Accretivity. A function b is called accretive if Re b ≥ a > 0 almost every-where. We can also make do with the following weaker form of accretivity:|∫Ab dµ| ≥ aµ(A) for all Borel sets A which satisfy the condition that B ⊂ A ⊂

500B for some ball B = B(A). In the Euclidian space with the usual metric itsuffices to consider only the case when A is a cube. Generally, the point is to havethe above estimate whenever A is one of the metric dyadic cubes, but there is noeasy explicit description of what kind of sets they actually are.

2.5. Weak boundedness property. An operator T is said to satisfy the weakboundedness property if |〈TχB, χB〉| ≤ Aµ(ΛB) for all balls B and for some fixedconstants A > 0 and Λ > 1. Here 〈· , ·〉 is the bilinear duality 〈f, g〉 =

∫fg dµ. Let

us denote the smallest admissible constant above by ‖T‖WBPΛ. Many variants

of the weak boundedness property exist. For example, it can sometimes be ofinterest to replace the rough test functions χB by some more regular ones. Suchtheory is also established in [A] but we will not discuss this in the introduction.

2.6. BMO and RBMO. We say that f ∈ L1loc(µ) belongs to BMOp

κ(µ), if for anyball B ⊂ X there exists a constant fB such that(∫

B

|f − fB|p dµ)1/p

≤ Lµ(κB)1/p,

where the constant L does not depend on B.Let % > 1. A function f ∈ L1

loc(µ) belongs to RBMO(µ) if there exists a constantL, and for every ball B, a constant fB, such that one has∫

B

|f − fB| dµ ≤ Lµ(%B),

and, whenever B ⊂ B1 are two balls,

|fB − fB1| ≤ L(

1 +

∫2B1\B

dµ(x)

λ(cB, d(x, cB))

).

We do not demand that fB be the average 〈f〉B = 1µ(B)

∫Bf dµ. This is relevant

in the RBMO(µ)-condition. The space RBMO(µ) is independent of the choice ofparameter % > 1 and satisfies the John–Nirenberg inequality. For these results inour setting, see [20]. The norms in these spaces are defined in the obvious way asthe best constant L.

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Tb THEOREMS ON NON-HOMOGENEOUS METRIC SPACES 5

3. GLOBAL NON-HOMOGENEOUS Tb THEOREMS

3.1. Background. The original T1 theorem by David and Journé [14] is clearlyonly in the Euclidian context. The arguments of the Tb article [15] by David,Journé and Semmes carry over to a metric space – however, only if one is workingwith doubling measures.

In [40, p. 153], Nazarov, Treil and Volberg point out that “a (more or less) com-plete theory of Calderón–Zygmund operators on non-homogeneous spaces – –can be developed in an abstract metric space with measure.” It is the purpose ofthe article [A] to develop the needed machinery, including the randomization ofM. Christ’s cubes in metric spaces, and to prove the analog of the main result of[40] in the general framework of geometrically doubling metric spaces equippedwith upper doubling measures introduced above. It would have perhaps beenalso possible to extend the techniques of David [12] into metric spaces (this isanother non-homogenous Tb theorem). Some related metric theory already ex-isted before [A]: the weak-type L1 inequality under a priori L2 boundedness byNazarov, Treil and Volberg [38], estimates on Lipschitz spaces by García-Cuervaand Gatto [17], and a certain quite restricted version of the T1 theorem by Bra-manti [5].

3.2. Article [A]. Our main result of [A] for metric spaces reads as follows.

3.1. Theorem. Let (X, d) be a geometrically doubling metric space which is equippedwith an upper doubling measure µ. Let T be an L2(µ)-bounded Calderón–Zygmundoperator with a standard kernel K, let b1 and b2 be two essentially bounded accretivefunctions, let α > 0 and κ,Λ > 1 be constants. Then

‖T‖ . ‖Tb1‖BMO2κ(µ) + ‖T ∗b2‖BMO2

κ(µ) + ‖Mb2TMb1‖WBPΛ+ ‖K‖CZα .

Here Mb : f 7→ bf is the multiplication operator with symbol b.

We remark that one can replace BMO2κ(µ) by BMO1

κ(µ). Also, one can deal withquasi-metric spaces and somewhat more general notions of weak boundednessproperty.

The basic idea of the proof is to somehow develop an adaptation of the proofstrategy of Nazarov, Treil and Volberg [40] which would work in metric spaces.Also, one needs new estimates to deal with the more general measures and kernelestimates. To give some idea, we give a very brief outline now illustrating someaspect and difficulties of the proof.

We start by constructing a slight modification of the cubes of Christ [10] usingjust the condition of geometrically doubling – no auxiliary doubling measure isneeded for this (we do not even assume our space to be complete so no such mea-sure needs to even exist). Then it is noted that this construction depends only onsome fixed center points – the choice of which we may appropriately randomize.This new randomization then provides us with the absolutely essential propertythat for a fixed point it is unlikely to end up too close to the boundary of somecube.

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6 HENRI MARTIKAINEN

Having the notion of two independent randomized grids D and D′ in metricspaces allows us to use the idea of good and bad cubes by Nazarov, Treil andVolberg (which have been succesfully used for example in [40] and [39]). In oursetting this reads as follows. Let δ ≤ 1/1000, r be a fixed large parameter, d :=log2Cλ (an upper bound for the dimension of µ) and

γ :=α

2(α + d).

Consider a cube Q ∈ D. We say that Q is good if for any cube R ∈ D′ for whichwe have `(Q) ≤ δr`(R), we have either d(Q,R) ≥ `(Q)γ`(R)1−γ or d(Q,X \ R) ≥`(Q)γ`(R)1−γ . Here `(Q) denotes the side length of a cube Q and is always of theform δk for some k ∈ Z.

One then takes two functions f and g and expands them to bi-adapted martin-gale differences using the dyadic grids D and D′. This gives us a decompositionfor 〈Tf, g〉 – a huge sum which is then split into several pieces. One follows theoutline of [40] again. One difficulty is that the upper bound λ(x, r) depends onthe center x. Moreover, in the diagonal part a significant difficulty arises. Weneed to employ a construction of random almost-coverings of the space by ballsof comparable radius, by which we mean that any given point has a small proba-bility of not being covered. This is because it is far more natural to formulate theweak boundedness property in terms of balls rather than metric cubes, and so weessentially need to cut our dyadic cubes into comparable balls when estimatingthe diagonal part of the operator.

We feel that we have achieved a quite satisfactory analog of the main result of[40] and, in the process of doing so, also developed some interesting geometricalmethods in metric spaces. One slightly unsatisfactory part is the notion of ac-cretivity – we would like to be able to state the weakest formulation concerningaverages using only balls, just like we managed to do with the weak bounded-ness property.

3.3. Applications. One interesting application, already presented in [A], is tonote that the upper doubling formalism is exceptionally well suited to give a newproof of the main result of [49]. There Volberg and Wick obtained a characteriza-tion of measures µ in the unit ball B2n of Cn for which the analytic Besov–SobolevspaceBσ

2 (B2n) embeds continuously into L2(µ). The measures µ in [49] satisfy theupper power bound µ(B(x, r)) ≤ rm, except possibly when B(x, r) ⊆ H , whereH = B2n. One notes that this means that their measures are actually upper dou-bling with

µ(B(x, r)) ≤ max(δ(x)m, rm) =: λ(x, r),

where δ(x) = d(x,Hc). The kernel in [49] has the specific form

K(x, y) = (1− x · y)−m, x, y ∈ B2n ⊂ Cn.

One can check that the standard estimates of our theory are verified. Our met-ric T1 theorem then applies to give the same characterization as in [49]. We

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Tb THEOREMS ON NON-HOMOGENEOUS METRIC SPACES 7

also mention the article [50] by Volberg and Wick where a metric version of theBergman type T1 theorem from [49] is considered – the proof uses randomizedmetric grids from [A].

In [1, Theorem 2.6] Adams and Eiderman study certain capacities γK,op andγK,∗ in some metric spaces. The equivalence of these capacities is established in[1] using the non-homogeneous metric T1 theorem of [A]. A very nice trick of F.Nazarov is also presented in [1], the philosophy of which is that some operatorswhich are not initially Calderón–Zygmund can be made into such by a suitablechoice of the underlying metric. This means that metric Tb theorems can be use-ful even in Rn with the usual metric.

3.4. Related developments. By now, a lot is known about Calderón–Zygmundoperators on non-homogeneous metric spaces. We mention some results thatcomplement the theory above. In [24] Hytönen, Liu, Yang and Yang general-ize the results of Nazarov, Treil and Volberg [38] to the upper doubling setting.Namely, it is shown that the boundedness of a Calderón-Zygmund operator Ton L2(µ) is equivalent to that of T on Lp(µ) for some p ∈ (1,∞), and to that of Tfrom L1(µ) to L1,∞(µ). Moreover, the boundedness of the corresponding maximaloperator T\ is established. The non-atomicity condition µ(x) = 0 for all x ∈ Xappears, but this restriction is likely just a consequence of the proof technique.Some similar results are also considered by Bui and Duong in [8].

Hytönen, Yang and Yang consider in [27] the atomic Hardy space H1(µ) andshow that its dual is the space RBMO(µ) in this context. It is also shown thatCalderón–Zygmund operators are bounded from H1(µ) to L1(µ).

One can also consider Calderón–Zygmund commutators [b, T ]f := bTf−T (bf)with a fixed b ∈ RBMO(µ). Their boundedness and the inequality ‖[b, T ]f‖Lp(µ) ≤C‖b‖RBMO(µ)‖f‖Lp(µ) for every p ∈ (1,∞) in the case of power bounded measuresin Rn was shown by Tolsa in [45]. This was extended to metric spaces by Buiand Duong in [8] (still in the case λ(x, r) = rm). We have proved that they arealso bounded in the case of general upper doubling measures in geometricallydoubling metric spaces (unpublished note).

4. VECTOR-VALUED CALDERÓN–ZYGMUND THEORY

4.1. Background. Typical singular integral operators will not extend boundedlyto Banach space valued operators if the Banach space is arbitrary. Indeed, theHilbert transform H extends boundedly to Lp(R, Y ) if and only if (Burkholder[9] and Bourgain [6]) the target space Y has the so called UMD property: thereholds that ∥∥∥ n∑

k=1

εkdk

∥∥∥Lp(Ω,Y )

≤ C∥∥∥ n∑k=1

dk

∥∥∥Lp(Ω,Y )

whenever (dk)nk=1 is a martingale difference sequence in Lp(Ω, Y ) and εk = ±1 are

constants. This property does not depend on the parameter 1 < p <∞.

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8 HENRI MARTIKAINEN

As was explained in the overview of this introductory part, the way to provethe existence of such an extensions in the full generality is via a proper vector-valued T1 theorem. The classical version was proved by Figiel [16]. In the non-homogeneous situation in Rn this was settled by Hytönen [19]. In the recent workof Müller and Passenbrunner [36], a UMD-valued T1 theorem is established inmetric spaces – however, only with Ahlfors-regular measures µ (i.e. µ(B(x, r)) ∼rm). The purpose of article [B] is to extend the main result of [A] into the UMD-valued setting, and thus generalize all of the aforementioned results.

4.2. Article [B]. Our main theorem of [B] states that the hypotheses of Theorem3.1 are enough to guarantee that T : Lp(X, Y ) → Lp(X, Y ) boundedly for anyp ∈ (1,∞) and any UMD-space Y . Let us still repeat this in the form of a theorem.

4.1. Theorem. Let (X, d) be a geometrically doubling metric space, and assume that thisspace is equipped with an upper doubling measure µ. Let Y be a UMD space and 1 <p < ∞. Let T be an Lp(X, Y )-bounded Calderón–Zygmund operator with a standardkernel K, b1 and b2 be two bounded accretive functions, α > 0 and κ,Λ > 1. Then

‖T‖ . ‖Tb1‖BMO1κ(µ) + ‖T ∗b2‖BMO1

κ(µ) + ‖Mb2TMb1‖WBPΛ+ ‖K‖CZα ,

where ‖T‖ = ‖T‖Lp(X,Y )→Lp(X,Y ).

Notice that this gives the boundedness with any p ∈ (1,∞). Getting thisboundedness with any p (in the scalar-valued case) using the weak-type (1, 1)result from [24] seems to require the artificial non-atomicity condition. In thegeneral vector-valued case the choice p = 2 does not simplify anything, so thiskind of generality is basically forced.

The techniques required to prove Theorem 4.1 are mostly combinations ofideas from [A] and from [19]. Many of the technical problems that arise haveto do with the fact that the metric way to randomize cubes is quite different fromthe way it is done in Rn. In fact, several modifications of the randomization pro-cedure introduced in [A] were absolutely necessary for the proof. In one aspectthe modified randomization presented by Hytönen and Kairema [22] turned outto be useful.

4.3. Applications. One application, already presented in [B], is as follows: theCauchy–Szegö projection C (see Stein [44, pp. 532–543]) defined on the Heisen-berg group Hn mapsLp(Hn, Y ) toLp(Hn, Y ) for every UMD space Y and for everyindex p ∈ (1,∞). This is in the doubling case but in a metric domain – which goesto show that it is convenient to get the doubling theory as a by-product of the up-per doubling theory. This question was asked through a private communicationby Tao Mei. He had been able to show this in the special case that Y is a so-callednon-commutative Lp space.

5. LOCAL Tb THEOREMS

5.1. Background. First local Tb theorem, with L∞ control of the test functionsand their images, is by Christ [10]. This was proven for doubling measures

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Tb THEOREMS ON NON-HOMOGENEOUS METRIC SPACES 9

(even in metric spaces). Nazarov, Treil and Volberg [39] then obtained a non-homogeneous version of this theorem in Rn which also allows BMO control ofthe images of the test functions under T if the kernel of T is antisymmetric.

One can also consider more general Lp type testing conditions. Such a theoryis still only available in the homogeneous setting (even though we shall employmany techniques of the non-homogeneous analysis). This branch of local Tb the-orems was introduced by Auscher, Hofmann, Muscalu, Tao and Thiele [2], butthe proof was only for special operators, the so-called perfect dyadic singular in-tegral operators. The assumptions are of the form

∫Q|b1Q|p ≤ |Q|,

∫Q|b2Q|q ≤ |Q|,∫

Q|Tb1

Q|q′ ≤ |Q| and

∫Q|T ∗b2

Q|p′ ≤ |Q|, where s′ denotes the dual exponent of s

and 1 < p, q ≤ ∞.It has turned out to be surprisingly difficult to extend these theorems to the

general Calderón–Zygmund operators – at least if one wishes to maintain thefull range of exponents p, q ∈ (1,∞]. Hofmann [18] was able to extend to gen-eral Calderón–Zygmund operators but at the cost of demanding the followingstronger set of assumptions:

∫Q|b1Q|s ≤ |Q|,

∫Q|b2Q|s ≤ |Q|,

∫Q|Tb1

Q|2 ≤ |Q| and∫Q|T ∗b2

Q|2 ≤ |Q| for some s > 2. Auscher and Yang [4] establish, by reducing thequestion to the known case of perfect dyadic operators, the theorem for standardCalderón–Zygmund operators in the case 1/p+ 1/q ≤ 1.

There are various other points of interest in this theory. One is the fact that theabove proofs are all in some sense indirect. For one, they all rely on the stan-dard local T1 theorem. Also, the proof by Auscher and Yang [4] is a reduction tothe case of perfect dyadic operators. One of our aims in [C] was to give a newdirect proof. Analysis of Hofmann’s proof [18] shows that some of the most del-icate problems arise from certain boundary regions of cubes. Such problems areconveniently avoided with the use of non-homogeneous analysis. Actually, ourproof gives two results simultaneously. It also generalizes the result of Nazarov,Treil and Volberg [39] to the case of upper doubling measures µ with a quiteheavily modified proof. Indeed, regarding non-homogeneous analysis in this lo-cal situation, there turned out to to be a previously unnoticed problem with theuse of goodness and the implication it may have on the collapse of certain para-products. Our proof circumvents this rather subtle issue.

While giving finishing touches to [C] another direct proof [3] by Auscher andRoutin appeared. It also sheds some light to the general case of exponents, how-ever, not giving a definite answer. It involves several new technical conditions,the necessity of which are still unknown. Some skepticism towards the conjec-ture concerning the full range of exponents is expressed there. Also, this proofoperates in the metric space setting. This is related to an interesting feature oflocal Tb theorems with general assumptions: extending them to metric spaces ina completely satisfactory and natural way seems to be a bit of a problem. Indeed,it is unnatural to demand the existence of functions bQ in metric cubes, since wehave no idea how they concretely look like. Moreover, with the Lp type testing

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10 HENRI MARTIKAINEN

conditions the passage from functions defined in balls to functions defined incubes is not as easy as one would perhaps think. Such a thing was claimed byTan and Yan in [47] but, according to Auscher and Routin [3], this issue has beenoverlooked there.

In any case, in [C] we decided to work in Rn. However, lifting our proof tometric spaces in complete generality using the techniques of [A] would not bedifficult if only one would know a way to circumvent the above problem con-cerning the passage from balls to metric cubes. Related to this, in [3] Auscherand Routin consider certain Hardy type inequalities in metric spaces and somesufficient geometric conditions for the metric space to satisfy these are given.

5.2. Article [C]. With a general upper doubling measure µ, we assume that toevery cube Q ⊂ Rn there exist two functions b1

Q and b2Q so that there holds

(i) spt b1Q ⊂ Q, spt b2

Q ⊂ Q;(ii) ‖b1

Q‖L∞(µ) ≤ C, ‖b2Q‖L∞(µ) ≤ C;

(iii) ‖Tb1Q‖L∞(µ) ≤ C, ‖T ∗b2

Q‖L∞(µ) ≤ C;(iv)

∫Qb1Q dµ = µ(Q) =

∫Qb2Q dµ.

We call these accretiveL∞ systems. One manages with BMO control in the operatorside if the operator has an antisymmetric kernel (see [39] for the case of powerbounded measures). We do not detail on this, however.

With a doubling measure ν, we use the following weaker set of assumptions:to every cube Q ⊂ Rn there exist two functions b1

Q and b2Q so that there holds

(i) spt b1Q ⊂ Q, spt b2

Q ⊂ Q;(ii)

∫Q|b1Q|2 dν ≤ Cν(Q),

∫Q|b2Q|2 dν ≤ Cν(Q);

(iii)∫Q|Tb1

Q|s dν ≤ Cν(Q),∫Q|T ∗b2

Q|s dν ≤ Cν(Q) for some fixed s > 2;(iv)

∫Qb1Q dν = ν(Q) =

∫Qb2Q dν.

We call these accretive L2 systems (suppressing from the name the fact that weactually impose the somewhat stronger Ls condition on the operator side).

Our main theorem of [C] may now be stated.

5.1. Theorem. Let µ be an upper doubling measure with a dominating function λ andT : L2(µ) → L2(µ) be a Calderón–Zygmund operator with a standard kernel K. As-suming the existence of accretive L∞ systems (b1

Q) and (b2Q), we have ‖T‖ ≤ C, where C

depends on the dimension n and on the explicit constants in the definitions of λ, K, (b1Q)

and (b2Q).

If µ = ν for some doubling measure ν, then the same conclusion holds assuming onlythe existence of accretive L2 systems (b1

Q) and (b2Q).

So for one thing, the previous theorem is a generalization of the local Tb the-orem by Nazarov, Treil and Volberg [39] to upper doubling measures. This hassome relevance – for example, in [1] Adams and Eiderman state that this theoremcould be used in the proof of one their main results (however, they opted for adifferent proof). Also, the proof is quite different from [39] in parts, and corrects

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Tb THEOREMS ON NON-HOMOGENEOUS METRIC SPACES 11

what we believe to be a bit of a technical problem in the proof of [39]. The relateddelicate detail is fully explained in [C]. Moreover, [C] gives a completely newand direct proof of the local Tb theorem with Lp type testing conditions. We arepretty sure that with some modifications our techniques could be sharpened toyield the case p = q = 2, but we have not yet checked this carefully. As it stands,this part of our theorem is basically the theorem of Hofmann [18], but with a gen-eral doubling measure and with the extra integrability assumptions pushed intothe operator side, allowing to demand less integrability from the test functions.Certainly some new ideas are still needed to establish the theorem with generalp and q. We feel that it is aesthetically pleasing to get these two theorems withonly one proof.

Moreover, the proof reveals some interesting details of how the martingale dif-ference decomposition (for precise definitions see [C]) works with test functionssatisfying only L2 type testing conditions. A curious detail and a source of trou-ble is that the estimate ∑

Q∈D

‖(∆Q)∗f‖22 . ‖f‖2

2

is not, in general, true for accretive L2 systems. This is demonstrated by a counterexample.

6. SHARP WEIGHTED BOUNDS FOR MAXIMAL TRUNCATIONS T\

6.1. Background. The A2 conjecture states that the sharp bound

‖Tf‖L2(w) ≤ CT‖w‖A2‖f‖L2(w)

holds for every L2-bounded Calderón–Zygmund operator T and weight w ∈ A2.The corresponding sharp Lp bound

‖Tf‖Lp(w) ≤ CT‖w‖max1,(p−1)−1Ap

‖f‖Lp(w)

for p ∈ (1,∞) follows from the case p = 2 by the sharp form of Rubio de Francia’sextrapolation theorem due to Dragicevic, Grafakos, Pereyra and Petermichl [13].Here

[w]Ap = supQ

w(Q)

|Q|

(σ(Q)

|Q|

)p−1

, 1 < p <∞,

where the supremum is taken over all the cubes Q ⊂ Rn and σ is the dual weightdefined by setting σ = w−1/(p−1).

After the work of several authors the A2 conjecture was finally settled in fullgenerality by Hytönen [21]. Let us briefly recall some of the recent developmentsthat lead to the full solution (we also refer the reader to the survey by Lacey [29]and the introductory parts of the papers by Hytönen [21] and Hytönen, Pérez,Treil and Volberg [26]). Buckley [7] started the sharp weighted theory by provingthe corresponding sharp estimate for the Hardy–Littlewood maximal operator.The case of the Beurling–Ahlfors operator was first dealt with by Petermichl and

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12 HENRI MARTIKAINEN

Volberg [43]. Petermichl also settled the case of the Hilbert transform [41] andthe Riesz transform on all dimensions [42].

Unified theory encompassing the transformations of Beurling–Ahlfors, Hilbertand Riesz was introduced by Lacey, Petermichl and Reguera [30]. The techniquethere is to verify the sharp weighted bound for certain Haar shifts. Indeed, thissuffices as all of the above operators can be obtained from them by averaging asin the work of Petermichl [41], for example. Vagharshakyan was able to recoverall smooth enough, odd, convolution-type Calderón–Zygmund operators in Rfrom dyadic shifts. Using [30] the sharp weighted bound followed for all suchoperators. We still mention the somewhat different route that is tied to Lerner’sformula [32]. For results and techniques related to this see the papers by Lerner[33] and Cruz–Uribe, Martell and Pérez [11].

After this listing of results, let us attempt to formulate the moral of the story.A key point is to reduce to dyadic theory by representing a Calderón–Zygmundoperator as some average of dyadic operators. However, for example the repre-sentation for the Hilbert transform in [41] is based on specific symmetries of theHilbert transform, and such is the story for all of the representations in the arti-cles prior to [21]. The key step by Hytönen in [21] was to establish a representa-tion for an arbitrary Calderón–Zygmund operator. However, this representationinvolves Haar shifts of arbitrary complexity (this notion is defined below) un-like the previous representations. Thus, the article [30] by Lacey, Petermichl andReguera was not enough to conclude as it gives exponential dependence on com-plexity. The final required step, which is also accomplished in [21], is to sharpenthis dependence on the complexity to be good enough to be used in conjunctionwith the new representation theorem.

Our aim here is to consider the extension of the sharp weighted theory to max-imal truncations T\ defined by

T\f(x) = supε>0

∣∣∣ ∫|x−y|>ε

K(x, y)f(y) dy∣∣∣.

Initially, this might sound to be some easy tweak of the above theory. However,this is not the case. Note in particular that the passage to T\ is certainly not goingto be some triviality like applying Cotlar’s inequality – indeed, such techniqueshave no hope to yield the sharp bound. Instead, one has to directly work with T\and this is actually quite challenging in many respects. Also, the correspondingsharp weak type bound is considered in [D], and this is new even in the untrun-cated case.

6.2. Article [D]. We state the main theorem of [D].

6.1. Theorem. For T an L2(Rd) bounded Calderón-Zygmund operator, there holds

‖T\f‖Lp,∞(w) ≤ CT‖w‖Ap‖f‖Lp(w) , 1 < p < 2 ,

‖T\f‖Lp(w) ≤ CT‖w‖max1,(p−1)−1Ap

‖f‖Lp(w) , 1 < p <∞ .

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Tb THEOREMS ON NON-HOMOGENEOUS METRIC SPACES 13

The basic idea of the proof follows the story from above. Indeed, the proofworks by reducing to the Haar shifts, which have the form

Sf (x) =∑Q∈D

SQf(x) =∑Q∈D

1

|Q|

∫Q

sQ (x, y) f (y) dy,

where sQ, the kernel of the component SQ, is supported on Q×Q and ‖sQ‖∞ ≤ 1.Also, there is a number κ so that sQ is constant on the dyadic sub-cubes R ⊂ Qfor which `(R) < 2−κ`(Q). The smallest such κ is called the complexity of theshift. The maximal truncation S\ is defined by

S\f(x) = supε>0

∣∣∣ ∑Q∈D`(Q)>ε

SQf(x)∣∣∣.

The representation of a general Calderón–Zygmund operator in the weak senseas an average of certain Haar shifts [21, Theorem 4.2], or more precisely the some-what modified version [26, Theorem 4.1], can be shown to imply the pointwisebound

T\f(x) ≤ C(T )Eβ∑

(m,n)∈Z2+

2−(m+n)δ/2(Sβm,n)\f(x) + C(T )Mf(x).

Here the parameter β is related to the randomization – for every β there is a dif-ferent random dyadic grid Dβ to which the corresponding shifts Sβm,n are related.Shift Sβm,n has complexity κ = max(m,n, 1). Also, the components (Sβm,n)Q of ourshifts Sβm,n satisfy the important cancellation

∫(Sβm,n)Q = 0 except in one particu-

lar case of a dual paraproduct. In any case, recalling Buckley’s sharp estimate forthe maximal function, things are reduced to the dyadic case: one needs to estab-lish the analog of Theorem 6.1 for Haar shifts with good enough dependence (atmost polynomial) on the complexity. Actually, linear dependence is establishedin [D].

The first part of [D] is then dedicated to proving certain sufficient conditionsfor the weak and strong type two-weight inequalities for a maximal truncation S\of a Haar shift S. These Sawyer-type conditions (and one new non-standard one)are the Tb type part of this theory. We point out that the usage of maximal trun-cations seems important in these testing conditions. Indeed, even if one wouldonly be interested in the boundedness of S, one does not, at least presently, knowa way to prove testing conditions that do not also involve S\. After these Sawyertype testing conditions have been proved, we are reduced to verifying them withgood enough dependence on the complexity and ‖w‖Ap . One point of interesthere is that the proof works with any p ∈ (1,∞). In particular, no extrapolationis used and the case p = 2 is not in a special role.

The verification of these conditions requires certain distributional estimateswith exponential decay. In turn, the proof of these distributional estimates usesan unweighted weak type (1, 1) estimate for duals L∗ of all the linearizations L

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14 HENRI MARTIKAINEN

of the maximal truncation S\ of S. Namely, one needs to prove that

||L∗f | > 1| . κ‖f‖1 ,

where the inequality should hold uniformly in the choice of the linearization L ofS\. This inequality for the dual of linearizations is much more difficult than thecorresponding result for S\.

We still detail a little on the proof of this weak type (1, 1) result. It is basedon the size and density kind of thinking just like in the proof of the fact thatthe Carleson operator (that is related to the pointwise convergence of Fourierseries) is bounded on L2 (see, for example, the article by Lacey and Thiele [31]).However, the argument is not equally difficult and some nice simplifications canbe made. For f ∈ L2 and g ∈ L1 one defines

sizef (Q) := supQ∈Q

( 1

|Q|

∫Q

|f |2)1/2

, denseg(Q) := supQ∈Q

supQ′⊃Q

1

|Q′|

∫Q′|g|

for a collection of dyadic cubesQ. The proof is then based on the restricted weaktype formalism splitting certain relevant collections of dyadic cubes inductivelyinto trees with controlled size and density.

6.3. Applications. In [D] the following immediate corollary of the main theo-rem, which was conjectured by Lerner and Ombrosi [34, Conjecture 1.3] for un-truncated operators T , is recorded:

6.2. Corollary. For T an L2(Rd) bounded Calderón-Zygmund Operator and 1 < q <p <∞,

‖T\f‖Lp(w) ≤ CT,p,q‖w‖Aq‖f‖Lp(w).

6.4. Related developments. A new twist in the study of the sharp weighted es-timates is to involve the smaller characteristic [w]A∞ . This is considered by Hytö-nen and Pérez [25], where it is obtained that

‖Tf‖L2(w) ≤ CT‖w‖1/2A2

max(‖w‖1/2A∞, ‖w−1‖1/2

A∞)‖f‖L2(w).

Extrapolation of this estimate seems unfavourable, though. Thus, the case of ageneral p is not so simple. It turns out that there holds

‖T\f‖Lp(w) ≤ CT‖w‖1/pAp

max(‖w‖1/p′

A∞, ‖w1−p′‖1/p

A∞)‖f‖Lp(w).

In some special cases this was first proved by Lacey [28], and the general casewas settled by Hytönen and Lacey [23]. This sees the return of Lerner’s formula[32], which is used to reduce to positive shifts. For these, the non-standard testingcondition of [D] can be controlled with better bounds.

As pointed out by Hytönen, the techniques of [21], where the A2 conjecture isproved in Rn, are such that they, in light of the techniques of [A], should extendto metric spaces. One detail is that the representation theorems [21, Theorem 4.2]and [26, Theorem 4.1] use only one grid instead of two. A modification of therandomization presented in [A] is considered by Nazarov, Reznikov and Volbergin [37], and there the metric A2 is also proved.

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Tb THEOREMS ON NON-HOMOGENEOUS METRIC SPACES 15

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