Intermittent estimation for finite alphabet finitarily Markovian processes with exponential tails
Kybernetika, Tome 57 (2021) no. 4, pp. 628-646
Voir la notice de l'article provenant de la source Czech Digital Mathematics Library
We give some estimation schemes for the conditional distribution and conditional expectation of the the next output following the observation of the first $n$ outputs of a stationary process where the random variables may take finitely many possible values. Our schemes are universal in the class of finitarily Markovian processes that have an exponential rate for the tail of the look back time distribution. In addition explicit rates are given. A necessary restriction is that the scheme proposes an estimate only at certain stopping times, but these have density one so that one rarely fails to give an estimate.
DOI :
10.14736/kyb-2021-4-0628
Classification :
60G10, 60G25, 62G05
Keywords: nonparametric estimation; stationary processes
Keywords: nonparametric estimation; stationary processes
@article{10_14736_kyb_2021_4_0628,
author = {Morvai, Guszt\'av and Weiss, Benjamin},
title = {Intermittent estimation for finite alphabet finitarily {Markovian} processes with exponential tails},
journal = {Kybernetika},
pages = {628--646},
publisher = {mathdoc},
volume = {57},
number = {4},
year = {2021},
doi = {10.14736/kyb-2021-4-0628},
mrnumber = {4332885},
zbl = {07478632},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.14736/kyb-2021-4-0628/}
}
TY - JOUR AU - Morvai, Gusztáv AU - Weiss, Benjamin TI - Intermittent estimation for finite alphabet finitarily Markovian processes with exponential tails JO - Kybernetika PY - 2021 SP - 628 EP - 646 VL - 57 IS - 4 PB - mathdoc UR - http://geodesic.mathdoc.fr/articles/10.14736/kyb-2021-4-0628/ DO - 10.14736/kyb-2021-4-0628 LA - en ID - 10_14736_kyb_2021_4_0628 ER -
%0 Journal Article %A Morvai, Gusztáv %A Weiss, Benjamin %T Intermittent estimation for finite alphabet finitarily Markovian processes with exponential tails %J Kybernetika %D 2021 %P 628-646 %V 57 %N 4 %I mathdoc %U http://geodesic.mathdoc.fr/articles/10.14736/kyb-2021-4-0628/ %R 10.14736/kyb-2021-4-0628 %G en %F 10_14736_kyb_2021_4_0628
Morvai, Gusztáv; Weiss, Benjamin. Intermittent estimation for finite alphabet finitarily Markovian processes with exponential tails. Kybernetika, Tome 57 (2021) no. 4, pp. 628-646. doi: 10.14736/kyb-2021-4-0628
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