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