半参数模型的散度一般推理及对偶技术及其应用

Q4 Mathematics Theory of Stochastic Processes Pub Date : 2020-12-21 DOI:10.37863/tsp-7370403638-47
S. Bouzebda, M. Cherfi
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引用次数: 0

摘要

本文将对偶散度方法推广到一般半参数模型,并研究了半参数模型的对偶散度估计。利用先进的现代经验理论,深入研究了所提估计量的渐近性质,如相合性、渐近正态性等。我们研究了这种情况下的交换加权估计量,并建立了一致性。最后考虑了泛函m估计量,得到了它的弱收敛结果。
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General inference in semiparametric models through divergences and the duality technique with applications
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.
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Theory of Stochastic Processes
Theory of Stochastic Processes Mathematics-Applied Mathematics
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