EFFICIENCY OF EMPIRICAL ESTIMATORS FOR MARKOV-CHAINS

Citation
Pe. Greenwood et W. Wefelmeyer, EFFICIENCY OF EMPIRICAL ESTIMATORS FOR MARKOV-CHAINS, Annals of statistics, 23(1), 1995, pp. 132-143
Citations number
27
Categorie Soggetti
Statistic & Probability","Statistic & Probability
Journal title
ISSN journal
00905364
Volume
23
Issue
1
Year of publication
1995
Pages
132 - 143
Database
ISI
SICI code
0090-5364(1995)23:1<132:EOEEFM>2.0.ZU;2-F
Abstract
Suppose we observe a uniformly ergodic Markov chain with unknown trans ition distribution. The empirical estimator for a linear functional of the (invariant) joint distribution of two successive observations is defined using the pairs of successive observations. Its efficiency is proved using a martingale approximation. As a corollary we show effici ency of the empirical joint distribution function in the sense of a fu nctional convolution theorem.