• Title of article

    Estimation using plug-in of the stationary distribution and Shannon entropy of continuous time Markov processes

  • Author/Authors

    Regnault، نويسنده , , Philippe، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2011
  • Pages
    15
  • From page
    2711
  • To page
    2725
  • Abstract
    A natural way to deal with the uncertainty of an ergodic finite state space Markov process is to investigate the entropy of its stationary distribution. When the process is observed, it becomes necessary to estimate this entropy. imate both the stationary distribution and its entropy by plug-in of the estimators of the infinitesimal generator. Three situations of observation are discussed: one long trajectory is observed, several independent short trajectories are observed, or the process is observed at discrete times. The good asymptotic behavior of the plug-in estimators is established. We also illustrate the behavior of the estimators through simulation.
  • Keywords
    Ergodicity , Plug-in estimation , Stationary distribution , Pure jump Markov processes , Shannon entropy
  • Journal title
    Journal of Statistical Planning and Inference
  • Serial Year
    2011
  • Journal title
    Journal of Statistical Planning and Inference
  • Record number

    2221501