منابع مشابه
Perfect Sampling of Harris Recurrent Markov Chains
We develop an algorithm for simulating \perfect" random samples from the invariant measure of a Harris recurrent Markov chain. The method uses backward coupling of embedded regeneration times, and works most eeectively for nite chains and for stochas-tically monotone chains even on continuous spaces, where paths may be sandwiched below \upper" and \lower" processes. Examples show that more naiv...
متن کاملNonlinear Regression with Harris Recurrent Markov Chains
In this paper, we study parametric nonlinear regression under the Harris recurrent Markov chain framework. We first consider the nonlinear least squares estimators of the parameters in the homoskedastic case, and establish asymptotic theory for the proposed estimators. Our results show that the convergence rates for the estimators rely not only on the properties of the nonlinear regression func...
متن کاملNearest neighbor conditional estimation for Harris recurrent Markov chains
This paper is concerned with consistent nearest neighbor time series estimation for data generated by a Harris recurrent Markov chain. The goal is to validate nearest neighbor estimation in this general time series context, using simple and weak conditions. The framework considered covers, in a unified manner, a wide variety of statistical quantities, e.g. autoregression function, conditional q...
متن کاملRegeneration-based statistics for Harris recurrent Markov chains
Harris Markov chains make their appearance in many areas of statistical modeling, in particular in time series analysis. Recent years have seen a rapid growth of statistical techniques adapted to data exhibiting this particular pattern of dependence. In this paper an attempt is made to present how renewal properties of Harris recurrent Markov chains or of specific extensions of the latter may b...
متن کاملThe functional moderate deviations for Harris recurrent Markov chains and applications
We study exponentially asymptotic behaviors for the trajectories of additive functionals of Harris Markov chains. In the main result, we establish a moderate deviation principle for a pair of additive functionals of different growth rates. Moreover, we give explicit formulas for the rate functions which exhibit a non-quadratic behavior. In particular, we achieve the functional moderate deviatio...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Stochastic Processes and their Applications
سال: 1987
ISSN: 0304-4149
DOI: 10.1016/0304-4149(87)90154-2