Posts Tagged ‘measure concentration phenomenon’

Yann OLLIVIER gave a talk on his interpretation of Ricci curvature which sheds much light on this classical notion and allows its generalization, e.g., to discrete spaces.

He is interested in the rôle played by positive Ricci curvature in the concentration of the measure phenomenon discovered by Gromov in his generalization of Lévy’s theorem on 1-Lipschitz real functions on the unit N-sphere: if f:\mathbb S^N\to \mathbb R is a 1-Lipschitz function then, for all t\geq0:

\nu(\{x\in\mathbb S^N: |f(x)-\nu(f)|\geq t\}) \leq 2\exp -t^2/2D^2

where \nu is the natural measure on the sphere and D=1/\sqrt{N-1}] is called the “observable diameter”.

He presented several striking applications (with coworkers) to some Markov chains, like the classical dynamics of the Ising model, as well as to the spectral radius of the Laplacian of a compact Riemannian manifold.

For a Riemannian manifold, the Ricci curvature Ric(v) along v\in T_xM is defined by:

\int_{T^1_xM} d(\exp_x(\epsilon w),\exp_y(\epsilon w')) \, dw) = d(x,y) \left(1-Ric(v)\frac{\epsilon^2}{2N}+\mathcal O(\epsilon^3)\right)

where y=\exp_x(v), w' is the parallel transport of w.

Thus positive Ricci curvature implies that “small balls are closer than their centers”.

This point of view generalizes to arbitrary Polish spaces X endowed with local measures B_x, x\in X. For any pair of points x,y\in X, the Ricci curvature is


where d(\cdot,\cdot) in the left hand side is Wasserstein L^1 distance:

d(B_x,B_y):=\inf_\xi \int_{X\times X} d(x,y) \, \xi(dxdy) = \sup B_x(f)-B_y(f)

with \xi ranging over the couplings of B_x,B_y and f ranging over the 1-Lipschitz functions.

A positive Ricci curvature space is a space such that \inf_{x\ne y}Ric(x,y)>0.

Example. \{0,1\}^N with the geodesic distance from the underlying graph has postive Ricci curvature .

This applies to Markov chains with positive curvature, including the Ising model at sufficiently high temperature (higher than the critical temperature, maybe strictly higher). Some remarks of Dobrushin from the seventies may be rephrased in this geometric language.

It also allows estimating the spectral gap for some compact Riemannian manifolds. In particular, it gives a strengthening of Lichnérowiciz theorem in the case of variable curvature.

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