General inference in semiparametric models through divergences and the duality technique with applications
Teoriâ slučajnyh processov, Tome 25 (2020) no. 1, pp. 1-24
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In this paper, we extend the dual divergence approach to general semiparametric models and study dual divergence estimators for semiparametric models. Asymptotic properties such as consistency, asymptotic normality of the proposed estimators are deeply investigated by mean the sophisticated modern empirical theory. We investigate the exchangeably weighted estimators in this setting and establish the consistency. We finally consider the functional $M$-estimator and obtain its weak convergence result.
Keywords:
$M$-estimators, Robust estimation, Semiparametric, Minimum distance estimators, empirical processes.
Mots-clés : Divergences
Mots-clés : Divergences
@article{THSP_2020_25_1_a0,
author = {Salim Bouzebda and Mohamed Cherfi},
title = {General inference in semiparametric models through divergences and the duality technique with applications},
journal = {Teori\^a slu\v{c}ajnyh processov},
pages = {1--24},
publisher = {mathdoc},
volume = {25},
number = {1},
year = {2020},
language = {en},
url = {http://geodesic.mathdoc.fr/item/THSP_2020_25_1_a0/}
}
TY - JOUR AU - Salim Bouzebda AU - Mohamed Cherfi TI - General inference in semiparametric models through divergences and the duality technique with applications JO - Teoriâ slučajnyh processov PY - 2020 SP - 1 EP - 24 VL - 25 IS - 1 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/THSP_2020_25_1_a0/ LA - en ID - THSP_2020_25_1_a0 ER -
%0 Journal Article %A Salim Bouzebda %A Mohamed Cherfi %T General inference in semiparametric models through divergences and the duality technique with applications %J Teoriâ slučajnyh processov %D 2020 %P 1-24 %V 25 %N 1 %I mathdoc %U http://geodesic.mathdoc.fr/item/THSP_2020_25_1_a0/ %G en %F THSP_2020_25_1_a0
Salim Bouzebda; Mohamed Cherfi. General inference in semiparametric models through divergences and the duality technique with applications. Teoriâ slučajnyh processov, Tome 25 (2020) no. 1, pp. 1-24. http://geodesic.mathdoc.fr/item/THSP_2020_25_1_a0/