Asymptotic properties of one-step weighted $M$-estimators with  application to some regression problems.
    
    
  
  
  
      
      
      
        
Teoriâ veroâtnostej i ee primeneniâ, Tome 62 (2017) no. 3, pp. 468-498
    
  
  
  
  
  
    
      
      
        
      
      
      
    Voir la notice de l'article provenant de la source Math-Net.Ru
            
              			We study the asymptotic behavior of one-step weighted $M$-estimators based on independent not necessarily identically distributed observations, which approximate consistent weighted $M$-estimators. We find sufficient conditions for asymptotic normality of these estimators. As an application, we consider some known regression models where the one-step estimation under consideration allows us to construct explicit asymptotically optimal estimators having the same accuracy as the least-squares or quasi-likelihood estimators.
			
            
            
            
          
        
      
                  
                    
                    
                    
                    
                    
                      
Keywords: 
one-step $M$-estimators, one-step weighted $M$-estimators, $M$-estimators, asymptotic normality, Newton's iteration method, initial estimator, nonlinear regression.
                    
                  
                
                
                @article{TVP_2017_62_3_a2,
     author = {Yu. Yu. Linke},
     title = {Asymptotic properties of one-step weighted $M$-estimators with  application to some regression problems.},
     journal = {Teori\^a vero\^atnostej i ee primeneni\^a},
     pages = {468--498},
     publisher = {mathdoc},
     volume = {62},
     number = {3},
     year = {2017},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/TVP_2017_62_3_a2/}
}
                      
                      
                    TY - JOUR AU - Yu. Yu. Linke TI - Asymptotic properties of one-step weighted $M$-estimators with application to some regression problems. JO - Teoriâ veroâtnostej i ee primeneniâ PY - 2017 SP - 468 EP - 498 VL - 62 IS - 3 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/TVP_2017_62_3_a2/ LA - ru ID - TVP_2017_62_3_a2 ER -
%0 Journal Article %A Yu. Yu. Linke %T Asymptotic properties of one-step weighted $M$-estimators with application to some regression problems. %J Teoriâ veroâtnostej i ee primeneniâ %D 2017 %P 468-498 %V 62 %N 3 %I mathdoc %U http://geodesic.mathdoc.fr/item/TVP_2017_62_3_a2/ %G ru %F TVP_2017_62_3_a2
Yu. Yu. Linke. Asymptotic properties of one-step weighted $M$-estimators with application to some regression problems.. Teoriâ veroâtnostej i ee primeneniâ, Tome 62 (2017) no. 3, pp. 468-498. http://geodesic.mathdoc.fr/item/TVP_2017_62_3_a2/
