A BRASCAMP-LIEB-LUTTINGER TYPE INEQUALITY AND APPLICATIONS TO SYMMETRIC STABLE PROCESSES
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1 A BRASCAMP-LIEB-LUTTINGER TYPE INEQUALITY AN APPLICATIONS TO SYMMETRIC STABLE PROCESSES RORIGO BAÑUELOS, RAFA L LATA LA, AN PERO J. MÉNEZ-HERNÁNEZ Abstract. We derive an inequality for multiple integrals from which we conclude various generalized isoperimetric inequalities for Brownian motion and symmetric stable processes in convex domains of fixed inradius. Our multiple integral inequality is a replacement for the classical inequality of H. J. Brascamp, E. H. Lieb and J. M. Luttinger when instead of fixing the volume of the domain one fixes its inradius. 1. Introduction There is a large class of analytic and probabilistic quantities which are domain dependent and which are bounded above or below by the corresponding quantities when the domain is a ball. Among these are integrals of heat kernels and Green s functions, eigenvalues of the irichlet Laplacian and moments of exit times of Brownian motion. These inequalities are often called generalized isoperimetric inequalities. (See [15] [17].) We now describe some concrete examples related to the topic of this paper. First, let R n be a domain of finite volume and let be the ball in R n with the same volume as and centered at the origin. Let Pt (z, w) and Pt (z, w) denote the heat kernels of the irichlet Laplacian in and, respectively. It is well known (see [1] and [15] [17] ) that (1) (z, w)dw (0, w)dw Pt Pt for all z and all t > 0. This inequality is the same as the probabilistic inequality () P z { τ > t } P 0 { τ > t } for all z and all t > 0, where τ is the first exit time of the Brownian motion from the domain and P z is the associated probability measure when this motion starts at z. If we denote the first eigenvalue of the irichlet Laplacian in by λ, we have that λ = lim 1 t t log P z{ τ > t } with a similar expression for λ. These inequalities imply, among other things, the classical Rayleigh Faber Krahn inequality (3) λ λ Mathematics Subject Classification. 30C45. Key words and phrases. Symmetric stable processes, generalized isoperimetric inequalities, inradius. Supported in part by NSF grant # MS. Supported in part by KBN grant # PO Supported in part by Purdue Research Foundation grant #
2 RORIGO BAÑUELOS, RAFA L LATA LA, AN PERO J. MÉNEZ-HERNÁNEZ Also, it follows by integrating (1) in time that (4) sup G (z, w)dw G (0, w)dw z where G (z, w) and G (0, w) are the Green s functions of and, respectively. Inequality (4) is equivalent to E z τ E 0 τ for all z and in fact it follows from () that for all nonnegative increasing functions ϕ we have E z ϕ(τ ) E 0 ϕ(τ ). As sharp as the above inequalities are, they do not have much meaning when the domains have infinite volume. It is known that for a large class of domains what determines if sup z E z (τ ) is finite is the inradius of the domain. For example, let be any simply connected domain in the plane and let R be the supremum of the radii of the disks contained in the domain. This quantity is called the inradius of the domain. It is known (see R. Bañuelos and T. Carroll []) that there are positive constants C 1, C, C 3, and C 4 such that (5) C 1 R sup G (z, w)dw C R z and (6) C 3 R λ C 4 R. We should note that the lower bound in (5) and the upper bound in (6) are trivial by domain monotonicity. In fact, the corresponding quantities for the disk of radius R = 1 gives the constants C 1 and C 4 ; the upper bound in (5) and the lower bound in (6) are what is of significance here. There has been considerable interest in obtaining sharp versions of the right hand side of (5) and the left hand side of (6) and in identifying the extremal domains. We refer the reader to R. Bañuelos and T. Carroll [] for some of the extensive literature on this subject and for connections to other problems. These problems seem to be very difficult for arbitrary simply connected domains and conjectures on how the extremal domains should look are not even available. Even within the class of convex domains these problems are not easy. Here, however, there has been considerable progress. Let R n be a non-empty convex domain with R <. Set I() = ( R, R ), the symmetric interval on the real line of inradius R. The infinite slab (infinite strip in dimension two) of inradius R in R n is the domain S() = { (x 1,..., x n ) : x i R, 1 i n 1, x n I() }. It was proved by J. Hersch [1] (n = ) and by M. Protter [18] (n 3) that (7) λ I() = λ S() λ, with equality if and only if is a rotation or a translation of S(). R. Sperb [19] proved that R (8) G (z, w)dw G I() (0, w)dw R for all z. Finally, Bañuelos and Kröger [4] proved that R (9) (z, w)dw (0, w)dw, Pt P I() t R
3 A BRASCAMP-LIEB-LUTTINGER TYPE INEQUALITY AN APPLICATIONS TO SYMMETRIC STABLE PROCESSES3 for all z and t > 0. It is important to note here that inequalities (7), (8) and (9) are all false if the convexity assumption of the domain is removed. This can be seen by taking a slit disk. We refer the reader to [] for details. Inequality (9) implies (7), (8), as we have already observed, and also that E z ϕ(τ ) E 0 ϕ( τ I() ) for all z and all nonnegative increasing functions ϕ. The proof of (9) given in Bañuelos and Kröger [4] is based on the maximum principle technique of L. Payne and on an adaptation of this to the heat equation by Kröger [14]. The purpose of this paper is to present a different proof for the case of R based on an inequality for multiple integrals motivated by the now classical result of Brascamp, Lieb and Luttinger [5]. Even though our proof at this point only works for domains in R, it has several advantages over the proof given in [4]. This method not only proves the result for the classical heat equation but the proof applies, without change, to the symmetric stable processes. Indeed, this argument will work for any Lévy process that has right continuous paths and whose transition probabilities are radial, symmetric and nonincreasing. Recall that a function f on R is radially symmetric and nonincreasing if f(z) = f( z ) for some nonincreasing function f on R +. Our isoperimetric type inequalities will be consequences of the following theorem. Theorem 1. Let be a convex domain of finite inradius R and let S() be the infinite strip as defined above. Let f 1,..., f m be nonnegative, nonincreasing, radially symmetric functions on R. Then for any t 1,..., t m > 0 and any z 0 R we have m f j (z j z j 1 ) dz 1 dz m t 1S() t 1 t m j=1... t ms() f 1 (z 1 ) m f j (z j z j 1 ) dz 1 dz m. j= This Theorem is motivated by the following result which follows from a more general result of Brascamp, Lieb and Luttinger [5]. Theorem. ([5]) Let f 1,..., f m be nonnegative functions on R n and let f1,..., fm be their symmetric decreasing rearrangements. Then for any z 0 R n we have m m f j (z j z j 1 ) dz 1 dz m f1 (z 1 ) fj (z j z j 1 ) dz 1 dz m. { } m m j=1 As we shall see below, Theorem immediately implies (1), and hence (), (3) and (4) not only for Brownian motion but also for the symmetric stable process. In the same way, Theorem 1 will imply (9), and hence also (7) and (8) for Brownian motion and for general symmetric stable processes. The proof of Theorem 1 is given in and the applications are given in 3. It has been known for several years now that such rearrangement inequalities combined with the probabilistic representation of the heat kernel imply the classical Raleigh Faber Krahn equalities and many other generalized isoperimetric inequalities for heat kernels and Green s functions. See for example [15] [17]. j=
4 4 RORIGO BAÑUELOS, RAFA L LATA LA, AN PERO J. MÉNEZ-HERNÁNEZ. Proof of Theorem 1 For any convex domain R containing the origin we define the following Minkowski pseudonorm: x = inf{t > 0 : x t } = inf{t > 0 : 1 t x }. To simplify notation we set S() = S for the rest of this section. A simple geometric argument shows that any planar convex domain of finite inradius R is contained in a strip of inradius R or in a triangle T of inradius R (see [3]). The case of the strip is elementary and hence we may assume that is an arbitrary triangle T. After rotating and translating, if necessary, we may assume that its largest incircle is centered at the origin. Lemma 1. Let T be a triangle and S be a strip such that their largest incircles are centered at the origin and have radius R T. Then for any z, w R such that z T = w S we have m( T B(z, r) ) m( S B(w, r) ) for each r > 0, where m is the Lebesgue measure in R. Proof: Let us first establish some notation. Let X, Y, Z be three points in R. We say that a point W in R is in the cone Γ(X, Y, Z) with vertex at Y, if W and Z are in the same closed half plane determined by the line that passes through X and Y. W and X are in the same closed half plane determined by the line that passes through Z and Y. C T O A B B 3 A 3 z S Figure 1 We refer the reader to Figure 1 above. Without loss of generality we may suppose that R T = 1. Let A, B, C be the vertices of T, and z be in the cone Γ(A, O, B), where we have used O to denote the point (0, 0). Choose coordinate axes such that the segment AB is situated along {(x, y) R : y = 1 }, and C is in the half plane
5 A BRASCAMP-LIEB-LUTTINGER TYPE INEQUALITY AN APPLICATIONS TO SYMMETRIC STABLE PROCESSES5 P w C l B w B 1 O P 1 A B 3 z B Figure {(x, y) R : y > 1 }. Then S is the strip R ( 1, 1) and for z = (x 1, y 1 ) 0, z T = inf{ t > 0 : 1 t z AB } = inf{ t > 0 : 1 t (x 1, y 1 ) R { 1} } = y 1 = z S. Besides 0 T = 0 S = 0. Thus we must prove that m( T B(z, r) ) m( S B(z, r) ) for all r > 0. Let B 1 and A 1 be the points at which the segments BC and AC intersect the line {(x, y) R : y = 1}. Take B and B 3 such that the quadrilateral BB 1 B B 3 is a rhombus with B(O, 1) as its incircle (see Figure above). Note that the segment B B 3 is parallel to BC and tangent to B(O, 1). efine A, A 3 in a similar way. It is clear that B 3 and A 3 are in the segment AB, and then the rays OB 3 and OA 3 are in the cone Γ(A, O, B). Now z is either in the cone Γ(B 3, O, B) or in the cone Γ(A, O, A 3 ). Suppose z is in Γ(B 3, O, B). Let P be the intersection of the strip given by the segments BB 1 and B B 3 and the half plane {(x, y) R : y > 1}, and let P 1 be the intersection of S with the half plane determine by the line that passes through B and B 1 which does not contain O. Given that A 1 is in the segment B B 1 we have that T \S P. Thus and Hence it is enough to prove that (10) m(b(z, r) T \ S) m(b(z, r) P ) m(b(z, r) P 1 ) m(b(z, r) S \ T ). m(b(z, r) P ) m(b(z, r) P 1 ). Notice that the reflection of P with respect to the line l that passes through B 1 and B 3 is P 1. Take w P and let w be its reflection with respect to l. Let l w be the line that passes through w and w. Then l and l w are perpendicular and their intersection is the midpoint of the segment ww. Since z and w are in the same half-plane determined by l we have that w z w z with equality if and only if z l. Therefore if E is a Borel set contained in P B(z, r), then its
6 6 RORIGO BAÑUELOS, RAFA L LATA LA, AN PERO J. MÉNEZ-HERNÁNEZ reflection E, with respect to l, is contained in P 1 B(z, r). By the rotation and translation invariance of the Lebesgue measure we have that m(e) = m(e ) and thus (10) follows. If z Γ(A, 0, A 3 ) we consider the rhombus given by A, A 1, A, A 3 and follow the same argument. This completes the proof of Lemma 1. Proof of Theorem 1. First recall that a nonnegative radially symmetric nonincreasing function f can be expressed in the form f(z) = 0 I B(0,r) (z)dµ(r) for some nonnegative measure on (0, ]. Therefore we may, and will, assume that f i = I B(0,ri) for some r i > 0 and i = 1,..., m. If m = 1 and w 0 is such that w 0 S = z 0 T we have by Lemma 1 f 1 (z 1 z 0 ) dz 1 = m( t 1 T B(z 0, r 1 ) ) t 1T m( t 1 S B(w 0, r 1 ) ) m( t 1 S B(0, r 1 ) ) = f 1 (z 1 ) dz 1. Now assume that the inequality is true for m 1. We have m A := f j (z j z j 1 ) dz 1 dz m = t 1T t 1T t mt j=1 m 1 f j (z j z j 1 )m( t m T B(z m 1, r m ) ) dz 1 dz m 1. t m 1T j=1 t 1S Let us define the function g on R + by the formula g(t) = m( t m S B(z, r m ) ), where t = z tms. Notice that g is well defined, continuous and nonincreasing with g( ) = 0, so g(t) = 0 I [0,s) (t)dν(s) for some nonnegative measure ν. Hence applying Lemma 1 and the induction assumption m 1 A f j (z j z j 1 )g( z m 1 tmt ) dz 1 dz m 1 t 1T t m 1T = 0 0 t 1S t 1T j=1 m 1 f j (z j z j 1 ) dz 1 dz m 1 dν(s) t m T (s t m 1)T j=1 m 1 f 1 (z 1 ) f j (z j z j 1 ) dz 1 dz m 1 dν(s) t m S (s t m 1)S j=
7 A BRASCAMP-LIEB-LUTTINGER TYPE INEQUALITY AN APPLICATIONS TO SYMMETRIC STABLE PROCESSES7 = t 1S... t ms and this proves the theorem. f 1 (z 1 ) m f j (z j z j 1 ) dz 1 dz m, j= 3. Applications Let X t be an n-dimensional symmetric α-stable process of order α (0, ] and for any Borel set R n let τ,α be the first exit time of X t from. The process X t has stationary independent increments and its transition density Pt α (z, w) = ft α (z w) is determined by its Fourier transform exp( t z α ) = e iz w ft α (w)dw. R n These processes have right continuous sample paths and their transition densities satisfy the following scaling property P α t (z, w) = t n α P α 1 (t 1 α z, t 1 α w). When α = the process X t is just the n-dimensional Brownian motion B t running at twice the speed. That is, if α =, then X t = B t and so Pt 1 [ z w ] (z, w) = P t (z, w) = (4πt) exp. n/ 4t Notice that τ, is not quite the same as the τ from the introduction because of the factor of in the time of the Brownian motion. If 0 < α <, then (11) X t = B σt, where σ t is a stable subordinator of index α/ independent of B t, see [6]. Thus P α t (x, y) = 0 P u(x, y)g α/ (t, u)du, where g α/ (t, u) is the transition density of σ t. Thus for every positive t, P α t (x, y) = f α t ( x y ) and the function f α t (r) is decreasing. Theorem 3. Suppose R is convex of finite inradius R. Then for any 0 < α, (1) P z { τ,α > t } P 0 { τ S(),α > t } = P 0 { τ I(),α > t } for all z and all t > 0 where, as above, I() = ( R, R ) and S() = R I(). Proof: As in the proof of Theorem 1 either is contained in a strip of inradius R, which after rotating and translating if necessary we may assume is the standard strip S(), in which case the inequality is trivial, or it is contained in a triangle of the same inradius. By translation we may assume that the largest disk contained in the triangle is centered at the origin. enote this triangle by T. Let T k be a sequence of increasing triangles whose closures are strictly contained in T with inradius R 1 k and whose union is T. enote the corresponding strips by S( k).
8 8 RORIGO BAÑUELOS, RAFA L LATA LA, AN PERO J. MÉNEZ-HERNÁNEZ By the right continuity of the sample paths and the Markov property of the stable processes, we have, with z 0 = z, P z { τ T,α > t } = P z { X s T, 0 s t } = lim lim P z{ X jt T k, j = 1,..., m } k m m m = lim lim... P k m t/m α (z j z j 1 ) dz 1 dz m T k T k j=1 m lim lim... Pt/m α (z 1) Pt/m α (z j z j 1 ) dz 1 dz m k m S( k ) S( k ) j= = lim lim P 0{ X jt S( k ), j = 1,..., m } k m m = P 0 { τ S(),α > t }, where we have used Theorem 1 and the fact that the transition functions are radially symmetric and decreasing. Note that (11) implies that P 0 { τ S(),α > t } = P 0 { τ I(),α > t }, and this concludes the proof of the Theorem 1. Let us now denote the irichlet heat kernel associated to X t on by P,α t (z, w) and its Green s function by G,α (z, w). The potential theory of these processes has been extensively studied for several years. For some of the recent developments and basic properties of P,α t (z, w) and G,α (z, w) we refer the reader to Z-Q. Chen and R. Song [8] and [9]. Inequality (1) is equivalent to R() P,α t (z, w) dw P I(),α t (0, y) dy R() for all z and t > 0. Upon integrating in t this inequality we obtain R G,α (z, w)dw G I(),α (0, w)dw, R which is an extension of Sperb s result, (8). As in the classical case of Brownian motion, if λ,α denotes the first irichlet eigenvalue for the operator associated to X t in, it follows from the eigenfunction expansion of the heat kernel P,α t (z, w) (see [9]) that 1 λ,α = lim t t log P z{ τ,α > t } for all bounded domains. Thus (1) implies that (13) λ I(),α λ,α, for any planar bounded convex domain of finite inradius R. However, as mentioned earlier if the domain is not bounded then it is contained in a strip of same inradius and this inequality trivially holds. This gives the extension of Hersh s [1] result to symmetric stable processes. Note that λ, = λ with the latter as in the introduction. When α = we of course have that λ I() = π 4R
9 A BRASCAMP-LIEB-LUTTINGER TYPE INEQUALITY AN APPLICATIONS TO SYMMETRIC STABLE PROCESSES9 and hence Hersh s [1] result asserts that π 4R λ for all convex domains of inradius R. Very little seems to be known concerning the explicit value of λ I(),α for 0 < α < despite the often appearances of this constant in other problems. (See for example. Koshnevisan and Z. Shi [13] for its connections to the Chung s law of the iterated logarithm.) Let B r = B(0, r) R n be the ball centered at the origin of radius r. It is proved in [11] that E x (τ Br,α) = K(α, n) ( r x ) α/ where Γ( n K(α, n) = ) α Γ ( ) ( 1 + α Γ n+α ). If we let ϕ α (x) be the eigenfunction corresponding to the eigenvalue λ Br,α it follows that this function is in L and for all x B r, ϕ α (x) = λ Br,α ϕ α (y)g Br,α(x, y)dy B r λ Br,α sup ϕ α (x) G Br,α(x, y)dy. x B r B r Since E x (τ Br ) = G Br,α(x, y) dy K(α, n)r α B r we have that α Γ ( ) ( 1 + α Γ n+α ) Γ( n λ Br,α. )rα Taking n = 1 we obtain the following from (13). Corollary 1. Let R be a convex domain of inradius R. 0 < α, Then for any α Γ(1 + α 1+α ) Γ( (14) ) Γ( 1 ) λ I(),α λ,α λ BR,α. Rα When α = and R = 1 we get the inequality λ which of course is not as good as the sharp estimate π /4 λ. For an upper bound we have the following general theorem. Theorem 4. Let R n be a domain of finite volume. Then λ,α (λ ) α. This result together with (14) and the fact that the first eigenvalue for the unit disk is the square of the smallest positive zero of the Bessel function of order 0, denoted by j 0, gives Corollary. Let R be a convex domain of inradius R. Then, for any 0 < α, α Γ(1 + α 1+α ) Γ( ) Γ( 1 ) Rα λ,α jα 0 R α.
10 10 RORIGO BAÑUELOS, RAFA L LATA LA, AN PERO J. MÉNEZ-HERNÁNEZ Proof of Theorem 4 Let x. Since X t has right-continuous paths and σ t is nondecreasing we have P x { τ,α > t } = P x { X s, 0 s t } = P x { B σs, 0 s t } P x { τ, > σ s, 0 s t } = P x { τ, > σ t }. Since σ t and B t are independent, (15) P x { τ,α > t } P x { τ, > σ t } = 0 P x { τ, > a }g α/ (t, a)da. Let {ϕ k } 1 be an orthonormal set of eigenfunctions for in with eigenvalues {λ k } 1, so that with the above notation λ 1 = λ. Then (16) P x { τ, > t } = e λkt ϕ k (x) ϕ k (y)dy, k=1 where the series converges absolutely and uniformly in [δ, ), for every δ > 0. Indeed let δ > 0, since Ps (x, y) (4πt) n/ for all s > 0 we see that e λks ϕ k (x) = Ps (x, y)ϕ k (y)dy Taking s = 1/λ k in this inequality gives that (4πs) n/ ϕ k [vol()] 1/ = (4πs) n/ [ vol() ] 1/ ϕ k (x) e (4π) n/ λ n/ k [ vol() ] 1/ for all x. Thus the fact that the volume of the domain is finite implies that there exists C > 0 such that k=1 e λkt ϕ k (x) ϕ k (y)dy C k=1 e λ kδ/ for all (t, x) [δ, ). This quantity, however, is nothing more than the trace of the semigroup associated with the irichlet Laplacian in which is finite since the volume of is finite (see [10]), and the Weierstrass M-test is applicable. Since the Laplace transform of σ t is e tuα/ (see [11]), we obtain from (15) that (17) P x { τ,α > t } e λα/ k t ϕ k (x) ϕ k (y)dy, 1 and again we claim that the series is absolutely and uniformly convergent on [δ, ). As above, it is enough to prove the convergence of the series e λα/ k k=1 δ/. This time, however, we need to be a little more careful. By Weyl s asymptotic formula, see [7], we have c n, k n/ λ k where c n is a constant that depends on n
11 A BRASCAMP-LIEB-LUTTINGER TYPE INEQUALITY AN APPLICATIONS TO SYMMETRIC STABLE PROCESSES 11 and on the volume of the domain. This proves the desired convergence. From (17) we conclude that λ α/ = 1 λα/ 1 lim t t log P x{ τ,α > t } = λ,α, which completes the proof. If instead of fixing the inradius we fix the volume then the Brascamp Lieb Luttinger Theorem and the above arguments give Theorem 5. Let R n, n 1, be a domain of finite volume. Let be the ball centered at the origin with vol() = vol( ). Then for all 0 < α, z and t > 0, P z { τ,α > t } P 0 { τ,α > t } and γn α/n α Γ(1 + α n+α ) Γ( ) Γ( n ) λ vol()α/n,α λ,α, where γ n is the volume of the unit ball in R n. This time, however, we cannot have an upper bound even in the case of the Laplacian. Acknowledgment: We would like to thank the referee for many useful comments and corrections. References [1] C. Bandle, Isoperimetric Inequalities and Applications, Monographs and Studies in Mathematics, Pitman [] R. Bañuelos and T. Carroll, Brownian motion and the fundamental frequency of a drum, uke Math. J. 75 (1994), [3] R. Bañuelos and E. Housworth, An isoperimetric-type inequality for integrals of Green s functions, Michigan Math. J. 4 (1995), [4] R. Bañuelos and P. Kröger, Isoperimetric type inequalities for solutions of the heat equation, Indiana Math. J. 46 (1997), [5] H.J. Brascamp, E. H. Lieb and J.M. Luttinger, A General Rearrangement Inequality for Multiple Integrals, Jour. Funct. Anal. 17 (1974), [6] R.M. Blumenthal and R.K. Geetor, Some Theorems on Symmetric Stable Processes, Trans. Amer. Soc. 95 (1960), [7] I. Chavel, Eigenvalues in Riemannian geometry, Academic Press, (1984). [8] Z-Q. Chen and R. Song, Estimates on Green functions and Poisson kernels of symmetric stable processes in bounded domains. Math. Ann. 31 (1998), [9] Z-Q. Chen and R. Song, Intrinsic ultracontractivity and conditional gauge for symmetric stable processes, J. Funct. Anal. 150 ( 1997), [10] E.B. avies, Heat kernels and Spectral Theory, Cambridge University Press, Cambridge, (1989). [11] R. K. Getoor, First passage time for symmetric stable processes in space, Trans. Amer. Math. Soc. 101 (1961), [1] J. Hersh, Sur la fréquence fondamentale d une membrane vibrante: évaluations par défaut et principe de maximum, Z. Angew. Mech. 11 (1960), [13]. Khoshnevisan and Z. Shi, Chung s Law for Integrated Brownian Motion, Trans. Amer. Math. Soc. 350,(1998) [14] P. Kröger, On the spectral gap for compact manifolds J. iffer. Geom. 36 (199), [15] J. M. Luttinger, Generalized isoperimetric inequalities, J. Math. Phys. 14 (1973), [16], Generalized isoperimetric inequalities. II J. Math. Phys. 14 (1973), [17], Generalized isoperimetric inequalities. III J. Math. Phys. 14 (1973), [18] M. H. Protter, Lower bound for the fundamental frequency of a convex region Proc. Amer. Math. Soc. 81 (1981),
12 1 RORIGO BAÑUELOS, RAFA L LATA LA, AN PERO J. MÉNEZ-HERNÁNEZ [19] R. Sperb, Maximum Principles and Their Applications, Academic Press, New York Mathematics epartment, Purdue University, West Lafayette, IN address: banuelos@math.purdue.edu Institute of Mathematics,Warsaw University, Banacha, Warszawa, POLAN address: rlatala@mimuw.edu.pl Mathematics epartment, Purdue University, West Lafayette, IN address: mendez@math.purdue.edu
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