• Title of article

    Ricci curvature of Markov chains on metric spaces

  • Author/Authors

    Yann Ollivier، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2009
  • Pages
    55
  • From page
    810
  • To page
    864
  • Abstract
    We define the coarse Ricci curvature of metric spaces in terms of how much small balls are closer (in Wasserstein transportation distance) than their centers are. This definition naturally extends to any Markov chain on a metric space. For a Riemannian manifold this gives back, after scaling, the value of Ricci curvature of a tangent vector. Examples of positively curved spaces for this definition include the discrete cube and discrete versions of the Ornstein–Uhlenbeck process. Moreover this generalization is consistent with the Bakry–Émery Ricci curvature for Brownian motion with a drift on a Riemannian manifold. Positive Ricci curvature is shown to imply a spectral gap, a Lévy–Gromov–like Gaussian concentration theorem and a kind of modified logarithmic Sobolev inequality. The bounds obtained are sharp in a variety of examples.
  • Keywords
    Ricci curvature , Metric geometry , Concentration of measure , Markov chains
  • Journal title
    Journal of Functional Analysis
  • Serial Year
    2009
  • Journal title
    Journal of Functional Analysis
  • Record number

    839797