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Strong convergence of estimators as ε n -minimisers of optimisation problemsof optimisation problems
Authors:Petr Lachout  Eckhard Liebscher  Silvia Vogel
Institution:(1) Department of Probability and Statistics, Charles University, Sokolovska 83, 18600 Prague, Czech Republic;(2) Institute of Mathematics, Technical University Ilmenau, 98684 Ilmenau/Thür, Germany
Abstract:In the paper we prove strong consistency of estimators as solution of optimisation problems. The approach of the paper covers non-identifiable models, and models for dependent samples. We provide statements about consistency of M-estimators in regression models with random and with non-random design. The research was partially supported by the Deutsche Forschungsgemeinschaft (project number 436TSE113/40) and by the Grant Agency of the Czech Republic under Grant 201/03/1027.
Keywords:Strong convergence  M-estimators  epi-convergence  stochastic optimisation
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