Poisson-type deviation inequalities for curved continuous-time Markov chains

In this paper, we present new Poisson-type deviation inequalities for continuous-time Markov chains whose Wasserstein curvature or $\Gamma$-curvature is bounded below. Although these two curvatures are equivalent for Brownian motion on Riemannian manifolds, they are not comparable in discrete settings and yield different deviation bounds. In the case of birth--death processes, we provide some conditions on the transition rates of the associated generator for such curvatures to be bounded below and we extend the deviation inequalities established [An\'{e}, C. and Ledoux, M. On logarithmic Sobolev inequalities for continuous time random walks on graphs. Probab. Theory Related Fields 116 (2000) 573--602] for continuous-time random walks, seen as models in null curvature. Some applications of these tail estimates are given for Brownian-driven Ornstein--Uhlenbeck processes and $M/M/1$ queues.

[1]  Karl-Theodor Sturm,et al.  Transport inequalities, gradient estimates, entropy and Ricci curvature , 2005 .

[2]  Mu-Fa Chen,et al.  From Markov Chains to Non-Equilibrium Particle Systems , 1992 .

[3]  C. Houdré Remarks on deviation inequalities for functions of infinitely divisible random vectors , 2002 .

[4]  O. Kallenberg Foundations of Modern Probability , 2021, Probability Theory and Stochastic Modelling.

[5]  Djalil CHAFAÏ BINOMIAL-POISSON ENTROPIC INEQUALITIES AND THE M/M/∞ QUEUE , 2006 .

[6]  Paul-Marie Samson,et al.  Concentration of measure inequalities for Markov chains and $\Phi$-mixing processes , 2000 .

[7]  P. Donnelly MARKOV PROCESSES Characterization and Convergence (Wiley Series in Probability and Mathematical Statistics) , 1987 .

[8]  S. Ethier,et al.  Markov Processes: Characterization and Convergence , 2005 .

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

[10]  M. Schmuckenschläger Martingales, Poincaré Type Inequalities, and Deviation Inequalities , 1998 .

[11]  J. Azéma,et al.  Séminaire de Probabilités XIX 1983/84 , 1985 .

[12]  A. Guillin,et al.  Transportation cost-information inequalities and applications to random dynamical systems and diffusions , 2004, math/0410172.

[13]  K. Marton A measure concentration inequality for contracting markov chains , 1996 .

[14]  Prasad Tetali,et al.  Concentration of Measure for Products of Markov Kernels and Graph Products via Functional Inequalities , 2001, Combinatorics, Probability and Computing.