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Limit Theorems for markov chains and stochastic properties of dynamical systems by quasi-compactness
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Limit Theorems for markov chains and stochastic properties of dynamical systems by quasi-compactness

Limit Theorems for markov chains and stochastic properties of dynamical systems by quasi-compactness

Hubert Hennion, Loïc Hervé

146 pages, parution le 23/10/2001

Résumé

This book shows how techniques from the perturbation theory of operators, applied to a quasi-compact positive kernel, may be used to obtain limit theorems for Markov chains or to describe stochastic properties of dynamical systems.
A general framework for this method is given and then applied to treat several specific cases. An essential element of this work is the description of the peripheral spectra of a quasi-compact Markov kernel and of its Fourier-Laplace perturbations. This is first done in the ergodic but non-mixing case. This work is extended by the second author to the non-ergodic case. The only prerequisites for this book are a knowledge of the basic techniques of probability theory and of notions of elementary functional analysis.

Contents
  • General facts about the method, purpose of the paper.
  • The central limit theorems for Markov chains.
  • Quasi-compact operators of diagonal type and perturbations.
  • First properties of Fourier kernels, application.
  • Peripheral eigenvalues of Fourier kernels.
  • Proofs of theorems A, B, C.
  • Renewal theorem for Markov chains (theorem D).
  • Large deviations for Markov chains (theorem E).
  • Ergodic properties for Markov chains.
  • Stochastic properties of dynamical systems.
  • Expanding maps.
  • Proofs of some statements in probability theory.
  • Functional analysis results on quasi-compactness.
  • Generalization to the non-ergodic case (by L. Hervé).

Caractéristiques techniques

  PAPIER
Éditeur(s) Springer
Auteur(s) Hubert Hennion, Loïc Hervé
Parution 23/10/2001
Nb. de pages 146
Format 15,5 x 23,5
Couverture Broché
Poids 546g
Intérieur Noir et Blanc
EAN13 9783540424154

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