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    arXiv:math/0206062v1

    [math.O

    A]6Jun2002

    DOOBS INEQUALITY FOR NON-COMMUTATIVEMARTINGALES

    MARIUS JUNGE

    Abstract. Let 1 p < and (xn)nN be a sequence of positive elements in a non-commutative Lp space and (En)nN be an increasing sequence of conditional expectations,

    then n

    En(xn)

    p

    cpn

    xn

    p

    .

    This inequality is due to Burkholder, Davis and Gundy in the commutative case. By

    duality, we obtain a version of Doobs maximal inequality for 1 < p .

    Introduction:

    Inspired by quantum mechanics and probability, non-commutative probability has be-

    come an independent field of mathematical research. We refer to P.A. Meyers exposition

    [Me], the successive conferences on quantum probability [AvW], the lecture notes by Jajte

    [Ja1, Ja2] on almost sure and uniform convergence and finally the work of Voiculescu,

    Dykema, Nica [VDN] and of Biane, Speicher [BS] concerning the recent progress in free

    probability and free Brownian motion. Doobs inequality is a classical tool in probability

    and analysis. Transferring classical inequalities into the non-commutative setting theory

    often requires an additional insight. Pisier, Xu [PX, Ps3] use functional analytic and com-

    binatorial methods to establish the non-commutative versions of the Burkholder-Gundy

    square function inequality. The absence of stopping time arguments, at least until the

    time of this writing, imposes one of the main difficulties in this recent branch of martin-

    gale theory.

    The formulation of Doobs inequality for non-commutative martingales faces the following

    problem. For an increasing sequence of conditional expectations (En)nN and a positiveoperator x in Lp, there is no reason why supn En(x) or supn |En(x)| should be an elementin Lp or represent a (possibly unbounded) operator at all. Using Pisiers non-commutative

    vector-valued Lp-space Lp(N; ) we can overcome this problem and at least guess the right

    formulation of Doobs inequality. However, Pisiers definition is restricted to von Neumann

    algebras with a -weakly dense net of finite dimensional subalgebras, so-called hyperfinite

    Junge is partially supported by the National Science Foundation.1

    http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1http://arxiv.org/abs/math/0206062v1
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    2 MARIUS JUNGE

    von Neumann algebras. But maximal inequalities are also interesting for free stochastic

    processes where the underlying von Neumann algebra is genuinely not hyperfinite. All

    these obstacles disappear for the so-called dual version of Doobs inequality: For everysequence (xn)nN of positive operators

    n

    En(xn)

    p

    cpn

    xn

    p

    . (DDp)

    In the commutative case this inequality is due to Burkholder, Davis and Gundy [ BDG]

    (even in the more general setting of Orlicz norms). Since it is crucial to understand

    our approach to Doobs inequality, let us indicate the duality argument relating (DDp)

    and Doobs inequality in the commutative case. Indeed, (DDp) implies that T(xn) =n En(xn) defines a continuous linear map between Lp(1) and Lp. The norm ofT

    yields the best constant in Doobs inequality for the conjugate index p = p

    p1.sup

    n

    |En(x)|p

    = T(x)Lp () T xp = cp xp .

    Personally, I learned this argument after reading Dilworths paper [Di]. But I am sure it

    is known to experts in the field, see Garcias [Ga] for the general theory (and [AMS] for

    the explicit equivalence). (DDp) admits an entirely elementary proof in the commutative

    case (see again [AMS]). This elementary proof still works in the non-commutative case

    for p = 2, see Lemma 3.1. It is the starting point of our investigation. We recommend

    the reader (not familiar with modular theory) to start in section 3 where interpolation

    is used to extend (DDp) to 1 p 2 and suitable norms are introduced to make theabove duality argument work in the non-commutative case. In section 4, we establish

    the dual version (DDp) in the range 2 p < using duality arguments which rely onPisier/Xus version of Steins inequality in combination with techniques from Hilbert C-

    modules. By duality, we obtain the non-commutative Doob inequality in the more delicate

    range 1 < p 2. The heart of our arguments rely on the (apparently new) connectionbetween Hilbert C-modules and non-commutative Lp spaces presented in section 2. These

    duality techniques are necessary because p > 1 and 0

    a

    b implies 0

    ap

    bp only for

    commuting operators. This is very often used in the elementary approach to commutativemartingales inequalities as in Garsias book [Ga].

    Let us formulate our main results for finite von Neumann algebras. If : N C isa normal, tracial state, i.e. (xy) = (yx), then the space Lp(N, ) is defined by the

    completion of N with respect to the norm

    xp = ((xx)p2 )

    1p .

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    NON-COMMUTATIVE DOOB INEQUALITY 3

    We refer to the first section for more precise definitions and references. Given a subalgebra

    M N, the embedding : L1(M, ) L1(N, ) is isometric because |x| =

    xx M forall x M. The dual map E = : N M yields a conditional expectation satisfying

    E(axb) = aE(x)b

    for all a, b M and x N, see [Tk, Theorem 3.4.]. Since E is trace preserving, E extendsto a contraction E : Lp(N, ) Lp(N, ) with range Lp(M, ). In the following, we con-sider an increasing sequence (Nn)nN N of von Neumann subalgebras with conditionalexpectations (En)nN. We recall that an element x is positive if it is of the form x = y

    y.

    Theorem 0.1. Let1 p < , then there exists a constant cp depending only on p such

    that for every sequence of positive elements (xn)nN Lp(N, )

    n

    En(xn)

    p

    cpn

    xn

    p

    . (DDp)

    Note the close relation to the non-commutative Stein inequality, see [ PX, Theorem 2.3.],n

    En(xn)En(xn)

    p

    22pn

    xnxn

    p

    .

    Using Kadisons inequality En(xn)En(xn) En(xnxn), it turns out that (DDp) is stronger

    than Steins inequality. However, Steins inequality combined with the theory of HilbertC-modules yields one of the fundamental inequalities in the proof of Theorem 0.1. Using a

    Hahn-Banach separation argument a la Grothendieck-Pietsch, we deduce Doobs maximal

    inequality.

    Theorem 0.2. [Doobs maximal inequality] Let 1 < p and x Lp(N, ), thenthere exist a, b L2p(N, ) and a sequence of contractions (yn) N such that

    En(x) = aynb and a2p b2p cp xp

    Here cp

    is the constant in Theorem 0.1 for the conjugate index p

    =

    p

    p1. In particular,for every positive x Lp(N, ), there exists a positive b Lp(N, ) such thatEn(x) b

    for all n N.

    In the case of hyperfinite von Neumann algebras this is equivalent to the corresponding

    vector-valued inequality, see [Ps2], and therefore justifies the name maximal inequality.

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    4 MARIUS JUNGE

    In the semi-commutative case where Nn = L(, n, ) M and n are increasing -algebras this inequality is stronger than the vector-valued Doob inequality, see Remark

    5.5. In particular, this applies for random matrices. The inequality can be extendedto a continuous index set under suitable density assumptions, for examples for Clifford

    martingales or free stochastical processes. Since these modifications are rather obvious,

    we omit the details.

    Clearly, maximal inequalities immediately imply almost sure convergence. Therefore it is

    not surprising that Theorem 0.2 implies almost uniform convergence convergence of the

    martingale truncations (En(x)) for p 2 and bilateral convergence for 1 < p 2 incase of a tracial state. We refer to [Ja1, Ja2] for the definition of these notions and more

    details. In the tracial case the bilateral convergence of the martingale truncations is knownby a result of Cuculescu [Cu] even for martingales in L1(N, ). Therefore Theorem 0.2

    provides a alternative approach to these results but only for p > 1. However, the maximal

    inequality discussed in [Ja1] cannot easily be interpolated to obtain Theorem 0.2 as in the

    real case. In a subsequent paper [DJ2], we will apply the maximal inequality of Theorem

    0.2 in Haagerup Lp spaces in order to obtain (bilateral) almost sure convergence for all

    states thus underlining the strength of these maximal inequalities.

    Preliminary results and notation are contained in section 1. Section 5 contains immedi-

    ate applications to submartingales and conditional expectations associated to actions of

    groups.

    I am indebted to Q. Xu for many discussion and support. I want to thank A. Defant for

    the discussion about almost everywhere convergence. The knowledge of similar results for

    almost sure convergence of unconditional sequences, see [DJ1], have been very encouraging.

    I would like to thank Stanislaw Goldstein for initiating a correction in the proofs of Lemma

    2.3 and Lemma 3.2.

    1. Notation and preliminary results

    As a shortcut, we use (xn), (xnk) instead of (xn)nN, (xnk)n,kN for sequences indexed by

    the natural numbers N or its cartesian product N2. We use standard notation in operator

    algebras, as in [Tk, KR]. In particular, B(H) denotes the algebra of bounded operators

    on a Hilbert space H and K(H), K denote the subalgebra of compact operators on H, 2,respectively. The letters N, M will be used for von Neumann algebras, i.e. subalgebras

    of some B(H) which are closed with respect to the -weak operator topology. We refer

    to [Dx, Tk] for the different locally convex topologies relevant to operator algebras. For

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    NON-COMMUTATIVE DOOB INEQUALITY 5

    n N we denote by Mn(N) the von Neumann algebra of n n matrices with values inN. We will briefly use Mn for Mn(C). Given C

    -algebras A, B, we denote by A Btheminimal tensor product. For von Neumann algebras N B(H1), M B(H2), we useNM for the closure of N M B(H1 H2) in the -weak operator topology. Let usrecall that a von Neumann algebra is semifinite if there exists a normal, semifinite faithful

    trace. A trace is a positive homogeneous, additive function on N+ = {xx |x N}, thecone of positive elements ofN, such that for all increasing nets (xi)i with supremum in N

    and for all x Nn) (supi xi) = supi (xi).

    s) For every 0 < x there exists 0 < y < x such that 0 < (y) < .f) (x) = 0 implies x = 0.

    t) For all unitaries u N: (uxu) = (x).A positive homogeneous, additive function w : N+ [0, ] satisfying n), s), f), but notthe last property t), is called a n.s.f. (normal, semifinite, faithful) weight.

    It will be worthwhile to clarify the different notions of non-commutative Lp-spaces. If

    is a trace then

    m() =

    n

    i=1

    yixi

    n N,n

    i=1

    [(yi yi) + (xi xi)] <

    is the definition ideal on which there exists a unique linear extension : m() Csatisfying (xy) = (yx). The Lp-(quasi)-norm is defined for x m() by

    xp = ((xx)p2 )

    1p .

    Then Lp(N, ) is the completion of m() with respect to the Lp-norm. (For p < 1 smaller

    ideal is needed in order to guarantee that (|x|p) is finite.) We refer to [Ne, Te, KF, Ye] formore on this and the fact that Lp(N, ) can be realized as unbounded operators affiliated

    to N.

    The starting point of Kosakis [Ko] definition of an Lp-space is a normal faithful state on a von Neumann algebra N. Then N acts on the Hilbert space L2(N, ) obtained by

    completing N with respect to the norm

    xL2(N,) = (xx)12 .

    The modular operator is an (unbounded) operator obtained from the polar decomposi-

    tion S = J12 of the antilinear operator S(x) = x on L2(N, ) , see [KR, Section 9.2.]. We

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    6 MARIUS JUNGE

    denote by t : N N the modular automorphism group defined by t (x) = itxit.Let us recall the standard notation

    x.(y) = (xy) .

    For each t there is a natural map It : N N (N the unique predual of N) defined by

    It(x) = t(x). .

    According to [Ko, Theorem 2.5.], there is a unique extension Iz : N N such that forfixed x the function fx : {z| 1 Im(z) 0} N, fx(z) = Iz(x) is analytic andsatisfies

    fx(t)(y) = (y

    t (x)) and fx(i + t)(y) = (

    t (x)y) .

    The density of the algebra of analytic elements shows that for 0 1 the map Ii isinjective. By complex interpolation, the Banach space

    Lp(N , , ) = [Ii(N), N] 1p

    is defined by specifying x0 =I1i(x)N and x1 = xN . We refer to [Te, Fi] for

    further information.

    Haagerups abstract Lp space [Ha1, Te] is defined for every von Neumann algebra N using

    the crossed product Nw R with respect to the modular automorphism group of a n.s.f.

    weight w. (In our applications, we can assume w = for a n.f. state.) IfN acts faithfully

    on a Hilbert space H, then the crossed product Nw R is defined as the von Neumann

    algebra defined on L2(R, H) and generated by

    (x)((t)) = wt((t)) and (s)(t) = (t s) .

    Then Nw R, see [PTA], is semifinite and admits a unique trace such that the dual

    action

    s(x) = W(s)xW(s)

    satisfies (s(x)) = es(x). Here W(s) is defined by the phase shift

    W(s)(t) = eist(t) .

    The dual action satisfies s((x)) = (x) and moreover

    (N) = {x Nw R | s(x) = x , for all s R}(1.1)

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    NON-COMMUTATIVE DOOB INEQUALITY 7

    Let us agree to identify N with (N) in the following. Lp(N) is defined to be the space

    of unbounded, -measurable operators affiliated to Nw R such that for all s Rs(x) = e

    sp x .

    Note that the intersection Lp(N) Lq(N) is {0} for different values p = q. There is anatural isomorphism between N and L1(N) such that for every normal functional Nthere is a unique a L1(N) associated satisfying

    (ax) = (

    R

    s(x))

    for all positive x Nwt R. The key point in this construction is the definition of thetrace function tr : L1(N)

    C (corresponding to the integral in the commutative case)

    given by

    tr(a) = (1) .

    Let 1p

    + 1p

    = 1 and x Lp(N), y Lp(N). Then we have the trace propertytr(xy) = tr(yx) .

    The polar decomposition x = u|x| of x Lp(N) satisfies u N andxp = tr(|x|p)

    1p .

    N acts as a left and right module on Lp(N) and more generally Holders inequality

    xyr xp yq(1.2)holds whenever 1

    p+ 1

    q= 1

    r. As for semifinite von Neumann algebras, there is a positive

    cone Lp(N)+ in Lp(N) consisting of elements in Lp(N) which are positive as unbounded

    operators affiliated to Nw R. Following [Te, Proposition 33, Theorem 32], we deduce

    for 0 x y Lp(N) and 1p + 1p = 1xp = sup

    zLp(N)+,zp1

    tr(zx) supzLp(N)+,zp1

    tr(zy) = yp .(1.3)

    In the sequel, we will often use the following simple observation.

    Lemma 1.1. Let 0 < p and x, y Lp(N) such that xx yy. If p is the leftsupport projection of y, then xy1p is a well-defined element in N of norm less than one.

    Proof: We note that a = xy1p is affiliated with Nw R and

    p(y1)xxy1p p(y1)yyy1p p

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    8 MARIUS JUNGE

    shows that a is a contraction and in particular -measurable. Moreover, we have

    p = s(p) = s(yy1p) = e

    sp ys(y

    1p)

    and hence

    s(y1p) = e

    sp y1p .(1.4)

    Therefore, the equality

    s(a) = s(x)s(y1p) = e

    sp xe

    sp y1p = a

    shows with (1.1) that a is a contraction in N.

    In the -finite case, Kosakis Lp-space is isomorphic to Haagerups Lp space, see [Ko,

    section 8]. Indeed, given a n. f. state with corresponding density D in L1(N) = N,then

    t (x) = DitxDit

    and for all x NIi(x)[Ii(N),N] 1

    p

    =D p xD 1p

    Lp(N).

    We recall that an element N is analytic, ift t (x) extends to an analytic function withvalues in N. The -closed subalgebra of analytic elements will be denoted by

    A. The

    following Lemma is probably well-known, see [Ko], [JX, Lemma 1.1.]. We add a shortproof for the convenience of the reader.

    Lemma 1.2. Let0 < p < , then D 12pA+D 12p is dense in Lp(N)+ and N D1p is dense in

    Lp(N) and for 1 p the map Jp : Lp(N) L1(N), Jp(x) = xD11p is injective.

    Proof: D is a -measurable operator with support projection 1. Therefore, xD11p = 0

    implies that x = xD11p D

    1p1 is a well-defined -measurable operator and equals 0. Hence,

    Jp is injective for 1

    p

    . Let 1

    p+ 1

    p= 1. We show the density ofD

    12p

    A+D

    12p in Lp(N)+

    for 1 p < . If this is not the case, the Hahn-Banach theorem implies the existenceof x Lp(N)+ and y Lp(N)sa such that tr(yD

    12p aD

    12p ) = tr(D

    12p yD

    12p a) 0 for all

    a A+ and tr(xy) > 0. Using the -strong density ofA+ in N+, see [PTA], we deduce thaty = D

    12p D

    12p yD

    12p D

    12p is negative and hence tr(xy) 0, a contradiction. Let 1

    2 p 1

    and y Lp(N)+, then we can approximate y 12 by an element x = D14p aD

    14p , a A+ and

    hence Holders inequality implies that x2 y = x(x y 12 ) + (x y 12 )y 12 approximates y.Since a is analytic, we observe that x2 = D

    14p aD

    14p D

    14p aD

    14p = D

    12p i

    4p(a) i

    4p(a)D

    12p

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    NON-COMMUTATIVE DOOB INEQUALITY 9

    is in D12pA+D 12p . By induction, we deduce the density of D 12pA+D 12p in Lp(N)+ for all

    0 < p k

    tr(En(xn)Ek(xk))

    =nk

    tr(Ek(En(xn)xk)) +n>k

    tr(En(xnEk(xk)))

    =nk

    tr(En(xn)xk) +n>k

    tr(xnEk(xk))

    =k

    tr(

    nk

    En(xn)

    xk) +

    n

    tr(xn

    k

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    24 MARIUS JUNGE

    Lemma 3.2. If (DD2) holds with constant c2 and 1 p 2, then for all sequences (xn)and (yn) in L2p(N)

    n

    En(xnyn)

    p

    c2(p1)

    p

    2

    n

    xnxn

    12

    p

    n

    ynyn

    12

    p

    .

    Proof: Let us first prove the assertion for finite sequences and p = 2 or p = 1. We start

    with (DD1). Using Lemma 2.1, we get

    n

    En(xnxn)

    1

    = tr(n

    En(xnxn)) =

    n

    tr(En(xnxn))

    =n

    tr(xnxn) =

    n

    xnxn1

    .

    By the density of elements of the form xn = anD1p , the Cauchy-Schwarz inequality, see

    Theorem 2.17, implies with Lemma 3.1 for p {1, 2}n

    En(xnyn)

    p

    n

    En(xnxn)

    12

    p

    n

    En(ynyn)

    12

    p

    cpn

    xnxn

    12

    p

    n

    ynyn

    12

    p

    ,

    (3.1)

    where c2 is the constant given in the assumption and c1 = 1. To use interpolation, we

    consider finite sequences (xn) and (yn) such thatn

    xnxn

    p

    = 1 =

    n

    ynyn

    p

    .

    We define X =

    n xnxn, Y =

    n y

    nyn. Their support projections are denoted by qX

    and qY and are in N, see [Te, Proposition 4. 2) c), Proposition 12]. Since X1

    2 qX, qYY1

    2

    are well-defined unbounded operators, we can define

    vn = xnX 1

    2 qX , wn = ynY 1

    2 qY

    Note that xnxn X and ynyn Y implies xn = xnqX, yn = ynqY, respectively andaccording to Lemma 1.1 we have vn N, wn N. Then, we observe

    n

    vnvn = qXX1

    2 XX12 qX qX 1 ,

    n

    wnwn = qYY1

    2 Y Y12 qY qY 1 .

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    NON-COMMUTATIVE DOOB INEQUALITY 25

    Let be determined by 1p

    = 11

    + 2

    . According to Kosakis interpolation [Ko]

    [L2,L(N, ), L4,L(N, )] = L2p,L(N, ) and [L2,R(N, ), L4,R(N, )] = L2p,R(N, )

    with respect to the state (x) = tr(Dx). By approximation, we may assume that there are

    continuous functions X(z), Y(z) on the strip {0 Re(z) 1} with values in N, analyticin the interior, such that X

    12 = D

    12p X(), Y

    12 = Y()D

    12p and

    supt

    max{D 12 X(it)2, D 14 X(1 + it)4} 1,

    supt

    max{Y(it)D 122, Y(1 + it)D 144} 1.

    Now, we note Kosakis symmetric interpolation result

    [L1,sym(N, ), L2,sym(N, )] = Lp,sym(N, ) .

    Hence, by (3.1) and Holders inequality we getn

    En(X12 vnwnY

    12 )

    p

    =

    n

    D12p En(X()v

    nwnY())D

    12p

    p

    supt

    n

    D12 En(X(it)v

    nwnY(it))D

    12

    1

    1

    supt

    n

    D14 E

    n(X(1 + it)v

    nw

    nY(1 + it))D

    14

    2

    supt

    n

    D12 X(it)vnvnX(it)

    D12

    12

    1

    n

    D12 Y(it)wnwnY(it)

    D12

    12

    1

    c2 supt

    n

    D14 X(1 + it)vnvnX(1 + it)

    D14

    2

    1

    supt

    n

    D14 Y(1 + it)wnwnY(1 + it)D

    14

    2

    2

    supt

    D 12 X(it)X(it)D 12 121

    supt

    D 12 Y(it)Y(it)D 12 121

    supt

    D 14 X(1 + it)X(1 + it)D 14 122

    c2 supt

    D 14 Y(1 + it)Y(1 + it)D 14 122

    c2 = c2(p1)

    p

    2 .

    The assertion is proved.

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    26 MARIUS JUNGE

    Proof of Theorem 0.1 in the case 1 p 2: For 1 p 2 and a sequence ofpositive elements (zn) Lp(N), we can apply Lemma 3.2 to xn = yn = z

    12n and deduce

    the assertion for the sequence (zn).

    The duality argument relies on the following norm for sequences (xn) Lp(N)

    (xn)Lp(N;1) = infnj

    vnjvnj

    12

    p

    nj

    wjnwjn

    12

    p

    .

    Here the infimum is taken over all (double indexed) sequences ( vnj) and (wnj) such that

    for all n

    xn =j

    vnjwjn .

    We require norm convergence for p < and convergence in the -weak operator topologyfor p = . In fact, we think ofxn being obtained by matrix multiplication of a row with acolumn vector. We denote by Lp(N; 1) the set of all sequences admitting a decompositionas above.

    Remark 3.3. This norm is motivated by the following characterization of a normal, de-

    composable map T :

    N, see [Pa]. Indeed, a normal map is decomposable if and only

    if there are sequences (xn) N, (yn) N such that T(en) = ynxn andn

    ynyn

    N

    n

    xnxn

    N

    < .

    Lemma 3.4. If (DDp) holds, then

    n

    En(xnyn)

    p cp

    n

    xnxn12

    p

    n

    ynyn12

    p

    ,

    The linear map T : Lp(N; 1) Lp(N; 1), T((xn)) = (En(xn)) satisfies

    T cp .

    Proof: We have seen in (3.1) that the first inequality is an immediate consequence of

    the Cauchy-Schwarz inequality, see Theorem 2.17. As for the second assertion, we can

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    NON-COMMUTATIVE DOOB INEQUALITY 27

    assume that N is separable and use the Kasparov maps unp : Lp(N, En) Lp(Nn; C2 )

    from Proposition 2.8. Let xn = j vnjwnj , then(En(xn))Lp(N;1) =

    (nj

    unp(vnj)

    unp (wnj))

    Lp(N;1)

    nj

    unp(vnj)

    unp(vnj)

    12

    p

    nj

    unp (wnj)unp(wnj)

    12

    p

    =

    nj

    En(vnjvnj)

    12

    p

    nj

    En(wnjwnj)

    12

    p

    cpnj

    vnjvnj

    12

    p

    nj

    wnjwnj

    12

    p

    .

    Taking the infimum over all these decompositions, we obtain the assertion.

    Let us state some elementary properties of the space Lp(N; 1).

    Lemma 3.5. For 1 p the set Lp(N; 1) is a Banach space. For 1 p < , the

    set L0

    p of elements

    xn =j

    vnjwjn

    such thatcard{(j, n)|vnj = 0 or wjn = 0} < is dense inLp(N; 1). If (xn) is a sequencethen

    n

    xn

    p

    (xn)Lp(N;1)

    and equality holds if all the xns are positive.

    Proof: The proof of the triangle inequality is completely elementary, see also [Ps2], but

    essential. Indeed, let > 0 and

    xn =j1

    vnj1wj1n and yn =j2

    vnj2wj2n ,

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    28 MARIUS JUNGE

    such that

    nj1

    vnj1vnj1p

    =

    nj1

    wj1nwj1np

    (1 + ) (xn)Lp(N;1) ,nj2

    vnj2vnj2

    p

    =

    nj2

    wj2nwj2n

    p

    (1 + ) (yn)Lp(N;1) .

    We have

    xn + yn =j1

    vnj1wj1n +j2

    vnj2wj2n

    and the triangle inequality in Lp(N) impliesnj1

    vnj1vnj1

    +nj2

    vnj2vnj2

    p

    nj1

    vnj1vnj1

    p

    +

    nj2

    vnj2vnj2

    p

    (1 + )((xn)Lp(N;1) + (yn)Lp(N;1)) .

    Similarly,

    nj1

    w

    j1nvj1n +nj2

    w

    j2nwj2np

    (1 + )((xn)Lp(N;1) + (yn)Lp(N;1))

    and the assertion follows with 0. We consider the spaces of column matrices, rowmatrices, Lp(N;

    C2 (N

    2)), Lp(N; R2 (N

    2)) Lp(B(2(N2))N), respectively. Using,

    ((xnk) (ynk) ) = (k

    xnkynk)nN ,

    we deduce that Lp(N; 1) is isomorphic to a quotient space of the projective tensor productLp(N;

    R2 (N

    2))

    Lp(N;

    C2 (N

    2)), see [DF] for a definition and basic properties of the

    projective tensor product. Hence Lp(N; 1) is complete. The image under of pairs offinite sequences generates L0p. According to Corollary 2.4 finite sequences are dense in thecolumn and row spaces and hence L0p is dense in Lp(N; 1). Finally, let (xn) be a sequenceof positive elements. Clearly, xn = x

    12nx

    12n and hence

    (xn)Lp(N;1) n

    xn

    p

    .

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    NON-COMMUTATIVE DOOB INEQUALITY 29

    On the other hand if xn =

    j vnjwnj, we deduce from Holders inequality

    n

    xn

    p

    =

    nj

    (e1,nj vnj)(enj,1 wnj)p

    nj

    e1,nj vnj2p

    nj

    enj,1 wnj2p

    =

    nj

    vnjvnj

    12

    p

    nj

    wnjwnj

    12

    p

    .

    Taking the infimum yields the assertion.

    Inspired by Pisiers vector-valued Lp(N, ; ) space, we define for 0 < p

    supn

    |xn|p

    = (xn)Lp(N;) = inf xn=aynb a2p b2p supn ynN ,

    where the infimum is taken over all a, b L2p(N) and all bounded sequences (yk). If Nis a hyperfinite, finite von Neumann algebra, this space coincides with Lp(N, ; ) in thesense of Pisier [Ps2]. The first (formal) notation is suggestive and facilitates understand-

    ing our inequalities in view of the commutative theory. For positive elements, we will

    drop the absolute value. Let us note that Haagerups work [Ha2] shows that the equal-

    ity L1(N; ) = L1(N) (operator space projective tensor product) only holds forinjective von Neumann algebras. However, this does not affect the following factorization

    result which is, nowadays, a standard application of the Grothendieck-Pietsch version of

    the Hahn-Banach theorem, see [Ps1, Ps2].

    Proposition 3.6. Let1 p < . If p = 1, thenL1(N; 1) = 1(L1(N)) holds with equalnorms. If 1 < p , p < satisfy 1

    p+ 1

    p= 1, then

    Lp(N; 1) = Lp(N; )

    holds isometrically.

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    30 MARIUS JUNGE

    Proof: If zn = aynb and (yn) is a bounded sequence, we deduce from Holders inequality

    for all (vnj) L2p(N), (wjn) L2p(N)n

    tr(znj

    vnjwjn)

    =nj

    tr(aynbvnjwjn)

    =nj

    tr(ynbvnjwjna)

    sup

    n

    ynnj

    bvnjwjna1

    supn

    yn

    nj

    bvnj22 1

    2

    nj

    wjna22 1

    2

    = supn yn bnj

    vnjvjnb

    12

    1

    anj

    wnjwjna

    12

    1

    supn

    yn b2pnj

    vnjvnj

    12

    p

    a2pnj

    wjnwjn

    12

    p

    .

    Hence, Lp(N; ) Lp(N; 1). Using 1(L1(N)) L1(N; 1), we deduce the equality1(L1(N)) = L1(N; 1). Now we show that for 1 < p < all the functionals are inLp(N; ). Let : Lp(N; 1) C be a norm one functional. Using 1(Lp(N))

    Lp(N; 1), we can assume that there exists a sequence (zn)

    Lp(N) such that

    [(xn)] = (zn)[(xn)] =n

    tr(znxn) .

    Let us denote by B = B+Lp(N)

    the positive part of the unit ball in Lp(N). B is compact

    when equipped with the (Lp(N), Lp(N))-topology. The definition of Lp(N; 1) implieswith the geometric/arithmetric mean inequality

    nj

    tr(znvnjwjn)

    =

    [(

    j

    vnjwjn)n]

    nj

    vnjvnj

    12

    p

    nj

    wjnwjn

    12

    p

    12

    supc,dB

    [nj

    tr(vnjvnjc) +

    nj

    tr(wjnwjnd)] .

    Since the right hand side remains unchanged under multiplication with signs nj, we deduce

    nj

    |tr(znvnjwjn)| 12

    supc,dB

    [nj

    tr(vnjvnjc) +

    nj

    tr(wjnwjnd)] .

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    NON-COMMUTATIVE DOOB INEQUALITY 31

    Following the Grothendieck-Pietsch separation argument as in [Ps1], we observe that the

    C given by the functions

    fv,w(c, d) =n

    [tr(vnvnc) + tr(wnwnd) 2|tr(znvnwn)|]

    is disjoint from the cone C = {g| sup g < 0}. Here v = (vn) and w = (wn) are finitesequences and hence fv,w is continuous with respect to the product topology on B B.Since fv,w + fv,w can be obtained by taking the (vn, wn)s to the right of the finite sequence

    (vn, wn), we deduce that C is a cone. Hence, there exist a measure on B B and ascalar t such that for all g C and f C

    BB

    g d < t

    BB

    f d .

    Since we are dealing with cones, it turns out that t = 0 and is positive. Therefore, we

    can and will assume that is a probability measure. We define the positive elements c

    and d by their projections

    a =

    BB

    c d(c, d) , b =

    BB

    d d(c, d) .

    By convexity of B, we deduce a, b B. Hence, we obtain

    n

    2 |tr(znvnwn)| BB

    n

    [tr(vnvnc) + tr(wnv

    nd)] d(c, d)

    =n

    BB

    tr(vnvnc) d(c, d) +

    BB

    tr(wnwnd) d(c, d)

    =n

    [tr(vnvna) + tr(w

    nwnb)] .

    Using once more 2st = infr>0(rs)2 + (r1t)2, we get

    n

    |tr(znvnwn)|

    n

    tr(vnvna)

    12

    n

    tr(wnwnb)

    12

    =

    n

    a 12 vn22

    12

    n

    b12wn22

    12

    .

    (3.2)

    Let qa, qb N be the support projections of a, b, respectively. Consider, da = ap + (1 qa)D(1 qa), D the density of . Then da(x) = tr(dax) is a normal, faithful state on Nand according to Lemma 1.2 d

    12a N is dense in L2(N). Hence,

    qad12a N = a

    p

    2 N = a12 a

    p

    2p N a 12 L2p(N)

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    32 MARIUS JUNGE

    shows that a12 L2p(N) is dense in qaL2(N). Similarly, b

    12 L2p(N) is dense in qbL2(N) and

    therefore (3.2) implies that for every n

    N there is a contraction Tn : qaL2(N)

    qbL2(N)

    such that for all v, w L2p(N)tr(wznv) = (b

    12 w, Tn(a

    12 v)) = tr(wb

    12 Tn(a

    12 v)) .

    This means Tn is a bounded extension of the densely defined hermitian form

    (b12 qb(h

    ), zna1

    2 qa(h) ) = (b1

    2 qbh, zna

    12 qah)

    Using the density of a12 L2p(N) and b

    12L2p(N) it is easily checked that qbTnqa is affiliated

    with N. Since Tn is bounded, we deduce qbTnqa N. On the other hand, we have forv L2p(N) and w L2p(N)

    |tr(zn(1 qa)vw)| tr(a(1 qa)vv) 12 tr(wwb) 12 = 0and

    |tr(znvw(1 qb)| tr(avv) 12 tr(ww(1 qb)b) 12 = 0 .This shows zn = qbznqa and therefore

    zn = qbznqa = qbb12 qbb

    12 zna

    12 qaa

    12 qa = b

    12 yna

    12 .

    The assertion is proved because L0p is dense in Lp(N; 1) and hence the functional isuniquely determined by the sequence (zn).

    Remark 3.7. Let1 p < and (zn) Lp(N) a sequence of positive elements, thensupn

    zn

    p

    = sup

    n

    tr(znxn)

    xn 0 ,

    n

    xn

    p

    1 .

    Moreover, there exists a positive element a L2p(N) and a sequence of positive elementsyn such that

    zn

    = ayn

    a and

    a2

    2p sup

    n yn

    = supn

    znp

    .

    For positive elements (xn) Lp(N)+, we also haven

    xn

    p

    = sup

    n

    tr(xnzn)

    zn 0 , (zn)Lp(N;) 1

    and therefore the cones of positive sequences in Lp(N; 1) respectively Lp(N; ) are induality.

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    NON-COMMUTATIVE DOOB INEQUALITY 33

    Proof: For positive elements (zn) satisfying

    n

    tr(znxn)

    nxnp

    ,

    for all sequences of positive elements (xn) Lp(N)+, we deducej,n

    |tr(znvnjvnj)| n

    tr(zn(j

    vnjvnj))

    nj

    vnjvnj

    p

    = supcB

    j,n

    tr(vnjvnjc) .

    Using the Hahn-Banach separation argument in the space of continuous functions on B,

    we obtain a positive element a in the unit ball of Lp(N) such thatn

    |tr(znvnvn)| n

    tr(vnvna) .

    Since a12 zna

    12 is positive, this inequality still ensures that all the yn = a

    12 zna

    12 are

    positive contractions in N. The last equality follows immediately from Lemma 3.5 and

    the duality between the positive parts of Lp(N) and Lp(N).

    Remark 3.8. Proposition3.6and Remark3.7 can easily be modified for uncountable (or-

    dered) index sets by requiring the inequality for all countable (ordered) subsets or for an

    essential supremum. This is helpful in the context of continuous filtrations.

    The required duality argument is now very simple.

    Lemma 3.9. Let1 < p and 1p

    + 1p

    = 1 assume that (DDp) holds with constant cp,

    then for every y Lp(N)

    supn

    |En(y)|p

    cp yp .

    Moreover, for every sequence of positive elements (yn)supn |jn

    En(yj)|p

    cpn

    yn

    p

    .

    Proof: Indeed, as observed in Lemma 3.4 and using Lemma 3.5, we deduce that (DDp)

    implies that the linear map T : Lp(N; 1) Lp(N), T((xn)) =

    n En(xn) satisfies

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    34 MARIUS JUNGE

    T cp. By duality and Proposition 3.6, we deduce for all y Lp(N)

    supn |En(y)|p = T(y)Lp(N;1) T yp cp yp .Given a sequence of positive elements (yn), we consider y =

    j yj and obtainsup

    n

    |En(y)|p

    cp yp = cpj

    yj

    p

    .

    However, for positive elements (xn) Lp(N), we deduce by positivity

    n tr(En(jn yj)xn) n j tr(En(yj)xn) (En(y))nNLp(N;)n xn

    p

    .

    Hence, Remark 3.7 impliessupnjn

    En(yj)

    p

    sup

    n

    En(y))nN

    p

    cp yp = cpj

    yj

    p

    .

    The assertion is proved.

    Theorem 3.10. For 1 < p there exists a constant cp such that for every sequence(Nn) of von Neumann subalgebras with sequence of -invariant conditional expectations

    (En) satisfying EnEm = Emin(n,m) and for every x Lp(N) there exist a, b L2p(N) anda bounded sequence (yn) N such that

    En(x) = aynb and a2p b2p supn

    yn cp xp .

    If x is positive, one can in addition assume that b = a and all the yns are positive.

    Proof for 2 p : This follows immediately from Lemma 3.9, Lemma 3.2 and Lemma3.1. Using that En(x) is positive for positive x, the addition follows from Remark 3.7.

    4. The dual version of Doobs inequality for 2 p <

    In our approach to (DDp) in the range 2 p < , our aim is to obtain the same kindof inequalities for the maximal function as in Garsias book [Ga]. As mentioned in the

    introduction, we are forced to use more duality arguments because 0 a b impliesa b only for 0 1 and therefore most of the elementary proofs in Garsias bookare no longer valid in the non-commutative case. We will make the same assumptions

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    36 MARIUS JUNGE

    The following proposition is a modification of the Theorem in the appendix of Pisier, Xus

    paper [PX] and enables us to apply duality.

    Proposition 4.2. Let 1 r < 2 < r , and 1r

    + 1r

    = 1, then for all (xj) Lr(N)and (yn) Lr(N, (En); C2 )

    n

    tr(ynxn)

    2 (yn)Lr(N,(En);C2 )j

    xjxj

    12

    r2

    .

    Moreover,

    n

    tr(ynxn)

    2 (yn)Lr(N,(En);C2 ) supn jn

    En(xjxj)

    12

    r2

    .

    Proof: Let us assume that both sequences are finite, i.e. xj = 0 = yj for j m. Bydensity, we can moreover assume that yj = ajD

    1r with aj N and

    mj=1

    D1r Ej(a

    jaj)D

    1r

    r

    2

    < 1 .

    By continuity, we can assume that there is an > 0 such that

    D 2r +m

    j=1

    D1r Ej(a

    jaj)D

    1r

    r

    2

    1 .

    Let 1 q such that 1q

    + 2r

    = 1. For n N, we define

    Sn =

    D

    2r +

    nj=1

    D1r Ej(a

    jaj)D

    1r

    r2q

    Lq(Nn) Lq(N) .

    The support projection of Sn is 1 and D1q Sn. According to Lemma 1.1, we deduce

    that wn := D12q S

    12

    n Nn. HenceynS

    12

    n = anD1r S

    12

    n = anD12 D

    12q S

    12

    n = anD12 wn

    L2(N) .

    In particular, S 1

    2n yn L2(N) and

    S 1

    2n y

    nynS

    12

    n = wnD

    12 ananD

    12 wn L1(N) .

    Moreover,

    En(S 1

    2n y

    nynS

    12

    n ) = En(wnD

    12 ananD

    12 wn) = w

    nD

    12 En(a

    nan)D

    12 wn

    = S1

    2n D

    1r En(a

    nan)D

    1r S

    12

    n .

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    NON-COMMUTATIVE DOOB INEQUALITY 37

    This implies with the Cauchy-Schwarz inequality

    n

    tr(ynxn) =

    ntr(xnyn)

    = n

    tr((xnS

    1

    2n )(S1

    2n yn))

    =

    n

    tr(S1

    2n y

    nxnS

    12n )

    n

    tr(S1

    2n y

    nynS

    12

    n )

    12

    n

    tr(xnxnSn)

    12

    =

    n

    tr(En(S 1

    2n y

    nynS

    12

    n ))

    12n

    tr(xnxnSn)

    12

    =

    n

    tr(S1

    2n D

    1r En(a

    nan)D

    1r S

    12

    n )

    12

    n

    tr(En(xnxn)Sn)

    12

    .

    To estimate the first term, we define = 2r

    [1, 2] and notice that

    1 = 1 2r

    = 1 2 + 2r

    = 1q

    .

    For fixed n, we define x = Sqn1 and z = Sqn. Since

    r

    2 1, we have

    x =

    D2r +

    n1j=1

    D1r Ej(a

    jaj)D

    1r

    r2

    D2r +

    nj=1

    D1r Ej(a

    jaj)D

    1r

    r2= z .

    Then, we note that z12 = z

    12q = S

    12

    n . Hence Lemma 4.1 implies

    tr(S 1

    2n D

    1r En(a

    nan)D

    1r S

    12

    n ) = tr(z12 (z x)z12 ) 2tr(z x)

    = 2tr(Sqn Sqn1) .Therefore, we obtain

    n

    tr(S

    12

    n D

    1r

    En(a

    nan)D

    1r

    S

    12

    n ) =n

    2tr(Sq

    n Sq

    n1) = 2tr(Sq

    m)

    = 2

    D 2r +m

    j=1

    D2r Ej(a

    jaj)D

    2r

    r

    2

    r

    2

    2 .

    Now, we want to estimate the second term. Let us define

    j = Sj Sj1 .

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    38 MARIUS JUNGE

    and note that j Lq(Nj). As usual, we set S1 = 0. Moreover, r 2q implies that j ispositive. Then, we deduce with EjEn = Emin(j,n)

    n

    tr(En(xnxn)Sn) =

    jn

    tr(En(xnxn)j)

    =j

    tr(nj

    En(xnxn)j)

    =j

    tr(Ej

    nj

    En(xnxn)

    j)

    =j

    tr(nj

    Ej(xnxn)j)

    Now, we can continue in two different ways

    j

    tr(nj

    Ej(xnxn)j) supj Ej(nj

    xnxn)r2

    j

    jq

    =

    supj Ej(nj

    xnxn)

    r2

    Smq

    supj Ej(

    nj

    xnxn)

    r2

    .

    By homogeneity, we obtain the second assertion

    n

    tr(ynxn)

    2

    supj Ej(nj

    xnxn)

    12

    r2

    (yn)Lr(N,(En);C2 ) .

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    NON-COMMUTATIVE DOOB INEQUALITY 39

    Using for all j N that Ej(j) = j , we also get by positivity

    j

    tr(nj

    Ej(xnxn)j) =

    j

    tr(nj

    xnxnEj(j))

    =j

    tr(nj

    xnxnj)

    tr(n

    xnxnj

    j)

    n

    xnxn

    r2

    j

    j

    q

    n x

    n

    xnr2

    Sm

    q n x

    n

    xnr2

    .

    Again by homogeneity, we deducen

    tr(ynxn)

    2

    n

    xnxn

    12

    r2

    (yn)Lr(N,(En);C2 ) .

    Remark 4.3. For r = r = 2 the assertion is trivially true because L2(N, (En); C2 ) =

    2(L2(N)) and

    n

    xn2

    2

    = n

    x

    n

    xn1

    = tr(n

    x

    n

    xn) = tr(E1(n

    x

    n

    xn))

    =

    E1(n

    xnxn)

    1

    supj Ej(

    nj

    xnxn)

    1

    .

    Proposition 4.2 also shows that the BM OC and HC1 duality from [PX] is still valid in the

    non tracial case.

    Corollary 4.4. Let 1 q < and 2q the constant in Steins inequality, then for all(xn)

    L2q(N)

    n

    En(xnxn)

    q

    222qsupn En(

    jn

    xjxj)

    q

    .

    Proof: We define r = 2q and noten

    En(xnxn)

    12

    r

    = (xn)Lp(N,(En);C2 ) .

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    40 MARIUS JUNGE

    Therefore the assertion follows from Proposition 4.2 and Theorem 2.17.

    Proof of (DDp) for 1 < p < : We define r = 2p > 2 Let (zn) Lp(N) be a sequenceof positive elements and define xn = z

    12n . Hence by Theorem 2.17 and Proposition 4.2, we

    deduce

    n

    En(zn)

    12

    p

    =

    n

    En(xnxn)

    12

    p

    r sup(yn)L

    r(N,(En);C2 )

    1

    n

    tr(ynxn)

    r

    2

    n

    xnxn

    12

    p

    .

    The assertion follows with cp 222p.

    Proof of Theorem 0.2 and 3.10 for 1 < p 2: This follows from (DDp) via Lemma3.9 and Remark 3.7.

    Remark 4.5. Let N be separable and be a functional on Lp(N, (En); C2 ), then there

    exists a sequence (xn) such that

    ((yn)) =n

    tr(xnyn) and

    supn En(jn

    xjxj)

    12

    p2

    d p2Lp (N,(En);C2 ) .

    Here d p2

    is the constant in Doobs inequality from Theorem 0.2. The assertion yields anextension of the BM OC-H

    C1 duality for 2 < p < and fails for p = 2. The proof uses

    the Kasparov isomorphism from Proposition 2.15. We leave it to the interested reader.

    Answering a question by G. Pisier, we can even produce an asymmetric version of Doobs

    inequality. Indeed, let 1 < p and consider 1 r,s < such that 2p

    = 1s

    + 1t.

    Given x Lp(N) and sequences (vnj) Lr(N), (wjn) Ls(N), we deduce from the

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    NON-COMMUTATIVE DOOB INEQUALITY 41

    Cauchy-Schwartz inequality 2.13, (DDs) and (DDt) that

    n,j

    tr(En(x)vnjwjn) =

    n,j

    tr(xEn(vnjwjn))

    xpnj

    En(vnjwjn)

    p

    xpnj

    En(vnjvnj)

    12

    s

    nj

    En(wjnwjn)

    12

    t

    c12s c

    12t

    x

    p

    nj

    vnjvnj

    12

    s

    nj

    wjnwjn12

    t

    .

    Similar as in Proposition 3.6, we deduce the existence of bounded a sequence (zn) and

    elements a L2s(N), b L2t(N) such that En(x) = bzna and

    a2s b2t supn

    zn c12s c

    12t xp .

    Note that 12t

    + 12s

    = 1p

    and therefore we have proved the following asymmetric version of

    Theorem 0.2. (The assumption 2 < q, r is indeed necessary [DJ1].)

    Corollary 4.6. Let 1 < p and 2 < q , r such that1

    q +1

    r =1

    p . Then forevery x Lp(N) there exists a sequence (zn) N and a Lq(N), b Lr(N) such thatEn(x) = aznb and

    aq br supn

    zn c(p, q, r) xp .

    5. Applications

    In this section, we present first applications of Doobs inequality in terms of submartin-

    gales, Doob decomposition. We make the same assumptions about N, (Nn), (En), and

    D as in the previous section and start with almost immediate consequences of the dualversion of Doobs inequality.

    Corollary 5.1. Let1 < p and (zn) be an adapted sequence of positive elements, i.e.zn Lp(Nn)+. If for all n N

    zn En(zn+1) and supm

    zmp < ,

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    42 MARIUS JUNGE

    then there exist a positive element a L2p(N)+ and a sequence of positive contractions(yn) N such that

    zn = ayna and a22p cp supm

    zmp .

    Proof: It suffices to consider p < . We note that for n mzn En(zn+1) En(En+1(zn+2)) = En(zn+2) En(zm) .

    Let 1p

    + 1p

    = 1. In order to estimate the norm in Lp(N; ), we refer to Remark 3.7. Givena finite sequence (xn) of positive elements such that xn = 0 for n m, we deduce from(DDp)

    n

    tr(znxn) =

    n

    tr(En(znxn)) =n

    tr(En(zn)En(xn))

    n

    tr(En(zm)En(xn)) =n

    tr(En(zmEn(xn)))

    =n

    tr(zmEn(xn)) tr(zmn

    En(xn))

    zmp

    n

    En(xn)

    p

    cp zmp

    n

    xn

    p

    Hence, the assertion follows from Remark 3.7.

    Corollary 5.2. Let2 < p and (zn) be an adapted seqeunce, i.e. zn Lp(Nn). If forall n N

    znzn En(zn+1zn+1) ,then there exist a positive element a Lp(N) and a sequence (yn) of contractions suchthat

    zn = yna and ap c12p

    p2supm

    zmp .

    Proof: We apply Corollary 5.1 to zn = znzn L p2 (Nn) and obtain positive contractions

    (vn) N and a Lp(N) such thatznzn = avna and a2p c pp2 sup

    m

    zmzm p2

    .

    If qa is the support projection of a, we see that yn = v12n a

    1qa satisfies the assertion.

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    NON-COMMUTATIVE DOOB INEQUALITY 43

    Let us mention an immediate application of (DDp) in terms of the Doob decomposition of

    the square function. Given a martingale sequence x = k dk(x), where dk(x) = Ek(x) Ek1(x) (and E0(x) = 0), we recall that one of the square functions is given by

    sc(x) =k

    dk(x)dk(x)

    The square function is the discrete analogue of the quadratic variation term see [BS, Ko]

    for more details. The Doob decomposition of sc(x) is given by the martingale part

    Vn(x) =n

    k=1

    dk(x)dk(x) Ek1(dk(x)dk(x))

    and the predictable part

    Wn(x) =n

    k=2

    Ek1(dk(x)dk(x)) Lp(Mk1) .

    Note that

    Vn(x) + Wn(x) =n

    k=1

    dk(x)dk(x) .

    Corollary 5.3. Let2 < p < and x Lp(N), then

    supn

    max{

    Wn

    (x)

    12p

    2

    ,

    Vn

    (x)

    12p

    2} p

    (1 + c p2

    )12

    xp

    .

    Here p is an absolute constant. In particular, there exists an element V(x) in L p2

    (N)

    such that Vn(x) = En(V(x)).

    Proof: Using (DD p2

    ) for the sequence (Ek1) and the non-commutative Burkholder-

    Gundy inequality [PX, JX], we deduce

    Wn(x) p2

    c p2

    nk=2

    dk(x)dk(x)

    p2

    c p2

    2p x2p .

    Hence the triangle implies

    Vn(x) p2

    Wn(x) p2

    +

    n

    k=1

    dk(x)dk(x)

    p2

    (c p2

    2p + 1) x2p .

    By uniform convexity of Lp2

    (N), we obtain the limit value V(x) = limn Vn(x) with the

    desired properties.

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    44 MARIUS JUNGE

    The next application yields norm estimates for

    npnEn(x)qn with respect to a sequence

    (pn), (qn) of disjoint projections. This corresponds to a double sided non-adapted stopping

    time.

    Corollary 5.4. Let1 < p , (vn), (wn) be sequences of bounded elements, then for allx Lp(N)

    n

    vnEn(x)wn

    p

    cp xp maxn

    vnvn

    12

    ,

    n

    vnvn

    12

    maxn

    wnwn

    12

    ,n

    wnwn12

    .

    Proof: The case p = is obvious. Hence, we assume 1 < p < . Let y Lp(N) andchoose y1 L2p(N), y2 L2p(N) such that y = y1y2 and

    yp = y122p = y222p .

    Then, according to Lemma 3.4, we deduce from (DDp):

    tr(n

    vnEn(x)wny) = n

    tr(xEn(wnyvn)) xp n En(wny1y2vn)p xp cp

    n

    wny1y1w

    n

    12

    p

    n

    vny2y2wn

    12

    p

    .

    To conclude, we use [PX, Lemma 1.1], see also [JX],

    n

    wny1y1w

    n

    p

    y1y1p max

    n

    wnwn

    ,

    n

    wnwn

    = yp maxn

    wnwn

    ,

    nwnwn

    .

    A similar argument applies for the other term and therefore taking the supremum over all

    y of norm 1 implies the assertion.

    Remark 5.5. Let1 p < . The non-commutative Doob inequality from Theorem 0.2implies the vector-valued Doob inequality in Lp(, , ; Lp(N)).

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    NON-COMMUTATIVE DOOB INEQUALITY 45

    Proof: It suffices to treat the discrete case. Let N = L(, , )N and (n)nN bean increasing sequence of -subalgebras with conditional expectations (En). Let Nn =L(, , )N. Then the conditional expectation En onto Nn is given by En = En id. Let f Lp(, , ; Lp(N)) = Lp(N). According to Theorem 0.2 there exist a L2p(N), b L2p(N) and contractions (zn) Nsuch that

    En idLp(N)(f) = aznb and a2p b2p cp fp .Hence, for every and n N

    En(f)()Lp(N) = a()zn()b()Lp(N) a()L2p(N) z()Nb()L2p(N) a()L2p(N) b()L2p(N) .

    Holders inequality implies the assertion

    supn

    En(f)()pLp(N) d()

    1p

    a()pL2p(N) b()p

    L2p(N)d()

    1p

    aL2p(,,;L2p(N) bL2p(,,;L2p(N)= a2p b2p cp fp .

    In the next application we want to relate group actions with (DDp). To illustrate this, we

    consider a finite von Neumann algebra N and an increasing sequence (An) N of finitedimensional subalgebras with 1N An. Let Nn = An be the relative commutant of An inN. If Gn denotes the unitary group ofAn, we have a natural action : Gn B(Lp(N))

    n(u)(x) = uxu

    such that the conditional expectation on the commutant Nn is given by

    En(x) = ENn(x) =

    Gn

    uxudn(u) .

    Let G =

    n Gn and the product measure, then

    n

    En(xn)

    p

    G

    n

    n(un)(xn)

    p

    p

    d(u1, u2, ..)

    1

    p

    .

    We will show that for a sequence (xn) of positive elements even the right hand side can be

    estimated by n xnp. For simplicity let us use the random variables n(x) : G Lp(N),given for = (u1, u2...) by

    n(x)() = unxun .

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    46 MARIUS JUNGE

    For the special case of tensor products of finite dimensional von Neumann algebras the

    following theorem implies (DDp).

    Theorem 5.6. Let1 < p < and N, (An), (Nn) be as above and (xn) be a sequence ofpositive elements, then

    G

    n

    n(xn)

    p

    p

    d

    1p

    pn

    xn

    p

    .

    Here p is a constant which only depends on p.

    Proof: The assertion is obvious for p = 1 and by interpolation as in Lemma 3.2 it suffices

    to prove the assertion for p 4. Let (xn) be a finite sequence of positive elements. Then,we observe

    G

    n

    n(xn)

    p

    p

    d

    1p

    n

    En(xn)

    p

    +

    G

    n

    n(xn) En(xn)p

    p

    d

    1p

    cpn

    xn

    p

    +

    G

    n

    n(xn) En(xn)p

    p

    d

    1p

    .

    Let n be the -algebra generated by the first n coordinates in G =

    k Gk and Nn =L(G, n, )N L(G, , )N with the corresponding conditional expectation En.Then, we note

    En1(n(xn)) = knGk

    unxnun dn(un)dn+1(un+1) = En(xn) .

    Hence the n-th martingale difference of

    n n(xn) satisfies

    dn = En(k

    k(xk)) En1(k

    k(xk)) = n(xn) En(xn) .

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    NON-COMMUTATIVE DOOB INEQUALITY 47

    We apply the non-commutative Rosenthal inequality, see [JX], in this case and obtain

    1rp

    IE n

    n(xn) En(xn)p

    p

    1p

    n

    n(xn) En(xn)pp 1

    p

    +

    n

    En1(dndn + dndn)

    12

    p2

    2

    n

    xnpp 1

    p

    + 212

    n

    En(xnxn) + En(x

    nxn)

    12

    p2

    2n

    xnpp1p

    + 21

    2 c

    1

    2p2

    n

    xnxn + xnxn

    12

    p2

    Let (n) be a sequence of independent Rademacher variables. Using the triangle inequality

    and the orthogonality of the (n)s, we deduce as in [LP]

    max

    n

    xnxn

    12

    p2

    ,

    n

    xnxn

    12

    p2

    IE

    n

    nxn

    2

    p

    12

    .

    By interpolation, we have n

    xnpp

    1p

    n

    xnxn

    12

    p2

    .

    However, since the xn are positive, we deduce for any choice of signs n with positivityn

    nxn

    p

    n=1

    xn

    p

    +

    n=1

    xn

    p

    2n

    xn

    p

    .

    Hence, we obtain

    IE n

    n(xn) En(xn)p

    p

    1p

    rp(2 + 4c12p2

    )

    n

    xn

    p

    .

    The assertion is proved.

    Remark 5.7. These methods can also be used to show that for every f Lp(G; Lp(N))there exist a, b L2p(; L2p(N)) and a sequence of contractions (yn) L()N such

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    48 MARIUS JUNGE

    that

    Fn(f) = aynb and

    a

    2p

    b

    p

    c2p

    f

    p

    where

    Fn(f)(g1, g2,...) = n(gn)f(g1,...,gn, ..) .

    Note that the crossed product N(n)

    Gn acts on Lp(; Lp(N)) and Fn somehow removes

    the action of Gn on f. Similar results hold for a von Neumann algebra with a faithful

    normal state and -invariant, strongly continuous group actions n : Gn Aut(N) ofcompact groups such that the centralizer algebras are increasing or decreasing.

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    2000 Mathematics Subject Classification: 46L53, 46L52, 47L25.

    Key-words: Non-commutative Lp-spaces, Doobs inequality

    Department of Mathematics, University of Illinois at Urbana-Champaign, Urbana, IL