On Φ-entropies and Φ-Sobolev inequalities

Our aim is to provide a short and self contained synthesis which unify various related and unrelated works involving what we call Φ-Sobolev functional inequalities. Such inequalities can be seen as an inclusive interpolation between Poincaré and logarithmic Sobolev inequalities. In addition to the known material, some extensions are provided and improvements are given for some aspects. We show that under simple convexity assumptions on Φ, such inequalities hold in a lot of situations, including hyper-contractive diffusions, uniformly strictly log-concave measures, paths space of Brownian Motion on Riemannian Manifolds, paths space of Lévy processes and infinitely divisible laws. The proofs are simple and relies essentially on convexity. We end up by a short parallel inspired by the analogy with Boltzmann-Shannon’s entropy in Information Theory.

[1]  I. Csiszár A class of measures of informativity of observation channels , 1972 .

[2]  E. Lieb Some Convexity and Subadditivity Properties of Entropy , 1975 .

[3]  C. R. Rao,et al.  On the convexity of higher order Jensen differences based on entropy functions , 1982, IEEE Trans. Inf. Theory.

[4]  C. R. Rao,et al.  On the convexity of some divergence measures based on entropy functions , 1982, IEEE Trans. Inf. Theory.

[5]  C. R. Rao,et al.  Entropy differential metric, distance and divergence measures in probability spaces: A unified approach , 1982 .

[6]  P. Meyer,et al.  Sur les inegalites de Sobolev logarithmiques. I , 1982 .

[7]  Marc Teboulle,et al.  Rate distortion theory with generalized information measures via convex programming duality , 1986, IEEE Trans. Inf. Theory.

[8]  D. Stroock,et al.  Logarithmic Sobolev inequalities and stochastic Ising models , 1987 .

[9]  W. Beckner A generalized Poincaré inequality for Gaussian measures , 1989 .

[10]  Jonathan M. Borwein,et al.  Convergence of Best Entropy Estimates , 1991, SIAM J. Optim..

[11]  D. Bakry L'hypercontractivité et son utilisation en théorie des semigroupes , 1994 .

[12]  F. Wang Logarithmic Sobolev inequalities for diffusion Processes with application to path space , 1996 .

[13]  M. Ledoux On Talagrand's deviation inequalities for product measures , 1997 .

[14]  Elton P. Hsu,et al.  Martingale Representation and a Simple Proof of Logarithmic Sobolev Inequalities on Path Spaces , 1997 .

[15]  M. Ledoux The geometry of Markov diffusion generators , 1998 .

[16]  M. Ledoux Concentration of measure and logarithmic Sobolev inequalities , 1999 .

[17]  On logarithmic Sobolev inequalities for normal martingales , 2000 .

[18]  Liming Wu,et al.  A new modified logarithmic Sobolev inequality for Poisson point processes and several applications , 2000 .

[19]  A unified approach to several inequalities for gaussian and diffusion measures , 2000 .

[20]  On logarithmic Sobolev inequalities for continuous time random walks on graphs , 2000 .

[21]  M. Ledoux The concentration of measure phenomenon , 2001 .

[22]  A note on functional inequalities for some Lévy processes , 2002 .

[23]  Oliver Johnson Entropy and a generalisation of “Poincaré's Observation” , 2003, Mathematical Proceedings of the Cambridge Philosophical Society.

[24]  Clark formula and logarithmic Sobolev inequalities for bernoulli measures , 2003 .