Asymptotic behavior of iterative M-estimartors for location

In this paper, we study the Huber M-estimator for location when they are computed by a class of numerical iterative procedures. This class includes the usual method of Newton-Raphson, iterated weighted least squares and iterated winsorization. We show that under mild conditions, the numerical iterat...

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Autor principal: Klein, R.
Otros Autores: Yohai, V.J
Formato: Capítulo de libro
Lenguaje:Inglés
Publicado: Springer-Verlag 1979
Acceso en línea:Registro en Scopus
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100 1 |a Klein, R. 
245 1 0 |a Asymptotic behavior of iterative M-estimartors for location 
260 |b Springer-Verlag  |c 1979 
270 1 0 |m Klein, R.; Instituto de Matemática Pura e Aplicada, Rua Luiz de Camões, 68, Rio de Janeiro, 20.060, RJ, Brazil 
506 |2 openaire  |e Política editorial 
504 |a Andrews, D. F., Bickel, P. J., Hampel, F. R., Huber, P. J., Rogers, W. H. and Tukey, J. W. (1972). Robust Estimates of Location: Survey and Advances, Princeton Univ. Press; Berk, R., A Special Structure and Equivariant Estimation (1967) The Annals of Mathematical Statistics, 38, pp. 1436-1445 
504 |a Bickel, P.J., One-step Huber Estimates in the Linear Model (1975) Journal of the American Statistical Association, 70, pp. 428-434 
504 |a Collins, J.R., Robust Estimation of a Location Parameter in the Presence of Asymmetry (1976) The Annals of Statistics, 4, pp. 68-85 
504 |a Dutter, R., (1975) Robust Regression: Different Approaches to Numerical Solutions and Algorithms, , Research Report, n.o 6, Fachgruppe für Statistik, ETH, Zurich 
504 |a Hampel, F.R., (1968) Contributions to the Theory of Robust Estimation, , Univ. of California, Berkeley 
504 |a Hampel, F.R., The Influence Curve and Its Role in Robust Estimation (1974) Journal of the American Statistical Association, 69, pp. 383-393 
504 |a Huber, P.J., Robust Estimation of a Location Parameter (1964) The Annals of Mathematical Statistics, 35, pp. 73-101 
504 |a Huber, P.J., The Behavior of Maximum Likelihood estimates Under Nonstandard Conditions (1977) Proc. Fifth Berkeley Symp. Math. Statist. Prob., 1, pp. 221-223 
504 |a Huber, P.J., Robust Regression: Asymptotics, Conjectures and Monte Carlo (1973) The Annals of Statistics, 1, pp. 799-821 
504 |a Relles, D. A. (1968). Robust Regression by Modified Least Squares. Ph. D. Dissertation. Yale University; Yohai, V.J., Robust Estimation in the Linear Model (1974) The Annals of Statistics, 2, pp. 562-567 
504 |a Yohai, V. J. and Maronna, R. A. (1976). Asymptotic Behavior of M-estimators for the Linear Model, (To appear) 
520 3 |a In this paper, we study the Huber M-estimator for location when they are computed by a class of numerical iterative procedures. This class includes the usual method of Newton-Raphson, iterated weighted least squares and iterated winsorization. We show that under mild conditions, the numerical iterative procedures converge and the resulting estimators are consistent and asymptotically normal. © 1979 Sociedade Brasileira de Matemática.  |l eng 
593 |a Instituto de Matemática Pura e Aplicada, Rua Luiz de Camões, 68, Rio de Janeiro, 20.060, RJ, Brazil 
593 |a Departamento de Matematicas, Facultad de Ciencias Exactas y Naturales, Pabellón 1, Ciudad Universitaria, Buenos Aires, Argentina 
700 1 |a Yohai, V.J. 
773 0 |d Springer-Verlag, 1979  |g v. 10  |h pp. 27-42  |k n. 1  |p Bol. Soc. Bras. Mat  |x 01003569  |t Boletim da Sociedade Brasileira de Matemática 
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