On conditions for asymptotic normality of Fisher's one-step estimators in one-parameter families of distributions
Sibirskie èlektronnye matematičeskie izvestiâ, Tome 11 (2014), pp. 464-475
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We consider asymptotic behavior of one-step statistical estimators introduced by R. Fisher as approximations for consistent maximum likelihood estimators. Some sufficient conditions are found for these one-step estimators to be asymptotically normal even in the cases when either the maximum likelihood estimators may not exist or exist but be inconsistent. Investigated are connections between the smoothness conditions for the density of the sample distribution and the rate of proximity of the preliminary estimator and the parameter which are needed for fulfillment of the properties under considerations.
Keywords:
one-step estimators, asymptotical normality, maximum likelihood estimator, Newton's method, preliminary estimator, proximity of estimation.
@article{SEMR_2014_11_a34,
author = {Yu. Yu. Linke and A. I. Sakhanenko},
title = {On conditions for asymptotic normality of {Fisher's} one-step estimators in one-parameter families of distributions},
journal = {Sibirskie \`elektronnye matemati\v{c}eskie izvesti\^a},
pages = {464--475},
publisher = {mathdoc},
volume = {11},
year = {2014},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/SEMR_2014_11_a34/}
}
TY - JOUR AU - Yu. Yu. Linke AU - A. I. Sakhanenko TI - On conditions for asymptotic normality of Fisher's one-step estimators in one-parameter families of distributions JO - Sibirskie èlektronnye matematičeskie izvestiâ PY - 2014 SP - 464 EP - 475 VL - 11 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/SEMR_2014_11_a34/ LA - ru ID - SEMR_2014_11_a34 ER -
%0 Journal Article %A Yu. Yu. Linke %A A. I. Sakhanenko %T On conditions for asymptotic normality of Fisher's one-step estimators in one-parameter families of distributions %J Sibirskie èlektronnye matematičeskie izvestiâ %D 2014 %P 464-475 %V 11 %I mathdoc %U http://geodesic.mathdoc.fr/item/SEMR_2014_11_a34/ %G ru %F SEMR_2014_11_a34
Yu. Yu. Linke; A. I. Sakhanenko. On conditions for asymptotic normality of Fisher's one-step estimators in one-parameter families of distributions. Sibirskie èlektronnye matematičeskie izvestiâ, Tome 11 (2014), pp. 464-475. http://geodesic.mathdoc.fr/item/SEMR_2014_11_a34/