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<strong>Hypercontractivity</strong>:<br />

A <strong>Bibliographic</strong> <strong>Review</strong><br />

E.8rian Dilvies, iI Leonard Gross b and Barry Simone<br />

a. Department of <strong>Mathematics</strong>, King's College, The Strand, London \-VC2R 2LS, England<br />

b. Department of <strong>Mathematics</strong>, \Vhite Hall, Cornell University, Ithaca, NY 14853<br />

c. Division of Physics, <strong>Mathematics</strong>, and Astronomy, California Institute of Technology, 253-<br />

37, Pasadena, CA 91125; Resea rch partially funded under NSF grant number DMS·8S01918.<br />

370


374 E. Davies et al<br />

§2 Logarithmic Sobolev Inequalities and hypercontactivity<br />

Some aspects of these concepts are most easily understood in finite dimensions. Let<br />

-n/2 1"/ J n<br />

dll(x) = (2'1r) exp[ -lix [- 2 dx denote Gauss measure on R . The inequality<br />

is the prototype o f logarithmic Sobolev inequalities. If one defines an operator N on L2([Rn, p)<br />

by (Nf,g) ') = JRll vf(x) . vg(x)dp(x) then (2.1) reads<br />

L - (p)<br />

n If(xJI2'nlf(xJldp(x) JR :s «Nf.f)" + Ilf ll2? 'n ll fll 2 .<br />

L-(pJ V(PJ L (pJ<br />

In P. Federbush's proof [44J of semibouncleclness of HO+V, he Drst differentiated the<br />

-tH<br />

hypercontractivity inequality for e 0 at t = O to obtain the inequality (2.2) for HO (with R n<br />

replaced by an infinite dimensional space and N replaced by HO) ' He then showed that the<br />

inequality (2.2) was itself sufficient to prove semiboundedness. L. Gross [48] later sho, ... ·ed<br />

that, conversely, one could recover hypercont.ractivity of e· tN<br />

(2.2)<br />

from (2.1) so tllat<br />

hypercontractivity and logarithmic Sobolev inequalities were actually equivalent for Dirichlet<br />

form operators (such as N). The techniques in Gross' a rgument for the direction "log.<br />

-tHo<br />

Sobolev for HO implies bounds on e .. has yielded tremendous advances recently in the<br />

understanding of heat kernels. This will be discussed in the next section. A direct proof of<br />

(2.1) with the best constant c = 1 was also given by G ross [48} using a central limit theorem<br />

argument applied to a logarithmic Soholev-like inequality for an operator on L2 of a two point<br />

measure space. The "two point inequality" was an outgrowt h of his earlier work [49] on<br />

hypercontractivity fo r Fermions but was also anticipated by Bonami [14J in his work on<br />

harmonic analysis on finite groups.


<strong>Hypercontractivity</strong> 375<br />

There are now many proofs of these two types of inequalities fot Gauss measure. Some<br />

prove hypercont ractivity directly [9, 10, 19, 46 , 74, 75, 76, 77, 91] while others prove the<br />

logarithmic Soholev inequality directly [2, 5, 13. 43, 48, 84]. The most elementary direct proof<br />

of hypercontractivity with bes t constants is that of E. Nelson [76] wbile the most elementary<br />

and simplest direct proof of the logarithmic Soholev inequality with best constants (c = 1) is<br />

is that of O. Rothalls [84].<br />

Both kinds of inequalities were developed in variollS directions in the 1970·s. Inequality<br />

(2.2) can be interpreted as saying that (N + 1)-1/2 is a bounded operator from L2(1l) to the<br />

Orlicz space L2 ln L. G. Feissner showed more generally that (N + 1)-k/2 is a bounded<br />

operator from LP(JJ) to LP ink L. See aha [8}. Furthermore one may ask whether, given a<br />

measure 1/ on jR" with a reasonable density, its Dirichlet form operator satisfies a logarithmic<br />

Soholev inequality. There is a procedure by which Dirichlet form operators arise naturally in<br />

quantum mechanics and quantum field theory; if V is a suitable real valued function on an<br />

then the operator H := -.6. + V is a self-adjoint operator with a unique lowest eigenvector '" of<br />

unit norm whi ch may be taken st.rictly positive. If dll(x) = 1,b(x)2dx and >. = inf spectrum H,<br />

then the unitary operator U : f - !II/; from L2(Rn, dx) to L2(]Rn J dv) converts (H - J.) into<br />

an operator H := UCR - J.)U - l on L2(Jln, dv) which turns out to be a Dirichlet operator<br />

for 1/ [40]. Hence, by Gross' theorem, hypercontractivity and the logarithmic Sobolev<br />

inequality are equivalent for iI. Conditions on V which assure that both hold were obtained<br />

by J . P. Eckmann [40}, R. Carmona [25], J. Rosen [82], J. Hooton [58]. Moreover J. Rosen [82]<br />

showed that if the density of 1/ decreases very quickly at 00, then for 1 < P < 00,<br />

lIe-tHUL2 _ LP < 00 for all t > O. This is strictly stronger than hypercontractivity and was<br />

called supercont ractivity. For a review of studies of H, see B. Simon [94]. An even stronger<br />

notion, ultracontractivity, will be discussed in §3.<br />

An application of hypercontractive ideas in yet another direction was made hy W.


376 E. Davies et al<br />

Beckner [10] who used extensions of tbe above-mentioned t.wo point inequality to get the exact<br />

bounds in the Hausdorff-Young inequality. The study of e- zN , for complex z , from the point of<br />

view of hypercontracti"'ity has recently been completed in a definitive manner by J. Epperson [41].<br />

One may ask whether the Laplace-Beltrami operator on a manifold other than R" generates<br />

a logarithmic Soholev inequality. This has been addressed in a number of works [32, 33, 34, 35, 87, 89]<br />

..... ith startlingly complete resuiLs for SO in [1061. Finally we mention that applications of<br />

logarithmic SoboleY inequalities in infinite dimensions to statistiea] mechanics were made by Holley<br />

and Stroock [55, 56, 57J. The bibliography contains many more works which touch on hypercontractivity<br />

or logarit.hrruc Soboley inequalities in one way or another and not described here or below.


<strong>Hypercontractivity</strong> 379<br />

[30, 33, 35J. See also [31, 42, 21 , 34], and [33] for an analogous result for certain second order<br />

hypoelliptic operators. By comparison with earlier literature (3, 81] the advantage of (3 .4) is<br />

that one has obtained the sharp constant 4 in the exponential.<br />

The possibility of obtaining sharp cor.stants is a recurring feature of the use of<br />

logarithmic Sobolev inequalities, and demonstrates their deep significance. Many developments<br />

of the above applications are being currently investigated, and one particularly looks forward<br />

to the proof of lower bounds on heat kernels which are of comparable accuracy to the upper<br />

bounds mentioned above.


380 E. Davies et al<br />

References<br />

[I] R . A. Adams, General logarithmic Sobolev inequalities and Orlicz imbeddings. J. Funct.<br />

[2)<br />

An al. II (1979 ), 292-303.<br />

_______ and F. H. Clarke, Gross's logarithmic Sobolev in equality: a simple proof,<br />

Amer. J. Math. ill (1979 ), 1265-1270.<br />

[3] D. G. A ronson, Non-negative solutions of linear parabolic equations, Ann. Sci. ;\orm. Sup.<br />

Pi,. (3) 22 (1968), 607-694 .<br />

[4] Joel Avrim, Perturba tion of Logarithmic Sobolev generators by electric and m agnetil:<br />

potent ials, Berkeley Thesis 1982.<br />

[5) D. Bakry, Une remarque ,ur les dirr"'on' hyperoo",a",,,e,, P repr,nt Nov. 1987,3 pp.<br />

[6J D. Bakry and M. Emery, Hypercontractivite de semi-groupes de diffus ion, Compte-Re ndus<br />

[7)<br />

299 (1984), 775-778.<br />

_ _ _ _____ • Diffusions hypercontractives, pp. 177-207 in Sem . de P robabilites X IX.<br />

Lecture Notes in <strong>Mathematics</strong> #1123, eds. J . Azema a nd M. Yor, Springe r' Verlag,<br />

New York, 1985.<br />

[8] D. Bakry and P. A. Meyer, Sur les inequalities de Sobolev logarithmique I &. II Preprints,<br />

Vniv. de Strasbourg 1980/81.<br />

(9] W . Beckner. Inequalities in Fourier Analysis on R n , P roc. Nat. Acad. Sci. U.S .A . 72<br />

(1975),638-641.<br />

[10] _______ _ , Inequalities in Fourier A nalysis, Ann. of Math . 102 ( 1975), 159·1$2.<br />

Ill) ________ , S. Janson and D. Jerison, Convolution inequalities on the circle,<br />

Conference on ha r monic analysis in honor of Anton i Zygm u nd , \Vadsworth,<br />

Belmont 1983. vol. 1, 32·43.<br />

[12J Iwo Bialynicki.Birula a nd J erzy Mycielski, Uncertainty relations for information ent·rapy in


384 E. Davies et al<br />

(1972),52-109.<br />

[50] _______ , <strong>Hypercontractivity</strong> and logarith mic Sobolev inequalities fo r the Clifford-<br />

Dirichlet form. Duke Math. J. 42 ( 1975). 383-396.<br />

[51] O. Gue nnoun, Inegalites logarithmiques de Gross-Sobolev et hypercontractivite • T hese<br />

3eme cycle, Universite Lyon 1 ( 1980 ). 90 pages.<br />

[52) F. Guerra, L. Rosen and B. Simon, The P (4i)2 Euclidean quantum field theory as classica l<br />

statistical mechanics. Ann. Math . .!Ql (1975), 111·259.<br />

[53] ______ _ , Boundary condit-ions for the P (¢)2 Euclidean quantu m field tlleory ,<br />

Ann. Inst. H. Poincare, 2..Q.A (1976), 231-334.<br />

[54] R. Hoegh-Krohn, A general class of quantum field s without cutoffs in t wo space-time<br />

dimensions, Commun. Math. Phys. 21 (1971). 224-255.<br />

[55J R. Holley and O. Stroock. Diffusions on an infinite dimensional torus. J. Funct. Anal. 42<br />

[56J<br />

(1981),29·63.<br />

________ , Logarithmic Sobolev inequalit ies and stochastic Ising model.:;;, J. of<br />

Stat istical Physics 1§. (1987).1159-1194.<br />

[57J _ _______ , Uniform and L2 convergence in one dimensional stochastic Ising models,<br />

M.LT. preprint, Sept. 1988,8 p p .<br />

[58J J. G. Hooton, Dirichlet (o rms associated with hypercontractive semigroups, Trans. A.;\-\'S.<br />

ill (1979), 237-256.<br />

[591 ____ ____ , Dirichlet semigroups on bounded domains, Rocky Mountain J . r.,·fath.<br />

12 (1982), 283-297.<br />

[60] _ ______ , Compact Sobolev imbeddings on finite m easure spaces, J. Math. Anal.<br />

and Applications a.;l (1981), 570-581.<br />

[6 1) S. Janson, On hypercont ractivity for multipliers on orthogonal poly nomials [Best constant<br />

for Laplacian on S2 J Ark. Mat. 21 ( 1983),97-110.


<strong>Hypercontractivity</strong> 389<br />

[1091 A. Klei n, Self-adjointness of the locally coned generators of Lorentz transformations<br />

for P (lPh, in <strong>Mathematics</strong> of Contemporary Physics, ed R. F. Streater,<br />

Academic Press, London (1972), 221-236.<br />

[110] _ _ ___ Quadratic expressions of a free Boson field , 'llans. Amer. t.'lat.h. Soc. ill (1973) ,<br />

439-456.<br />

[Ill] A. Klein and L. J. Landau, Construction of a unique self·adjoint generator for a symmetric<br />

local semigroup, J. F1mct. Anal. .11 (1981),121-137.<br />

[112] _ __________ , Singular perturbations of positivity preserving semigroups via path<br />

space techniques, J. Funet. Anal. .2..0. (1975), 44-82.<br />

[113) A. Klei n, L. J. Landau and D. Shucker, Decoupling inequalities for stationary Gaussian<br />

processes, Annals of Probability l.Q (1982), 702- 708.

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