• Title of article

    Fluctuations of interacting Markov chain Monte Carlo methods

  • Author/Authors

    Bercu، نويسنده , , Bernard and Del Moral، نويسنده , , Pierre and Doucet، نويسنده , , Arnaud، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2012
  • Pages
    28
  • From page
    1304
  • To page
    1331
  • Abstract
    We present a multivariate central limit theorem for a general class of interacting Markov chain Monte Carlo algorithms used to solve nonlinear measure-valued equations. These algorithms generate stochastic processes which belong to the class of nonlinear Markov chains interacting with their empirical occupation measures. We develop an original theoretical analysis based on resolvent operators and semigroup techniques to analyze the fluctuations of their occupation measures around their limiting values.
  • Keywords
    Multivariate central limit theorems , Random fields , Martingale limit theorems , Markov chain Monte Carlo algorithms , Self-interacting Markov chains
  • Journal title
    Stochastic Processes and their Applications
  • Serial Year
    2012
  • Journal title
    Stochastic Processes and their Applications
  • Record number

    1578531