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Theory of Probability and Mathematical Statistics

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The asymptotic normality of the Koenker–Bassett estimators in nonlinear regression models


Authors: O. V. Ivanov and I. V. Orlovskiĭ
Translated by: Oleg Klesov
Journal: Theor. Probability and Math. Statist. 72 (2006), 33-45
MSC (2000): Primary 62J02; Secondary 62J99
DOI: https://doi.org/10.1090/S0094-9000-06-00662-4
Published electronically: August 10, 2006
MathSciNet review: 2168134
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Abstract | References | Similar Articles | Additional Information

Abstract: The asymptotic normality of the Koenker–Bassett estimators of parameters of a nonlinear regression model with discrete time and independent errors of observations is studied in the paper.


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References
  • Roger Koenker and Gilbert Bassett Jr., Regression quantiles, Econometrica 46 (1978), no. 1, 33–50. MR 474644, DOI https://doi.org/10.2307/1913643
  • Peter J. Huber, Robust statistics, John Wiley & Sons, Inc., New York, 1981. Wiley Series in Probability and Mathematical Statistics. MR 606374
  • Alexander V. Ivanov, Asymptotic theory of nonlinear regression, Mathematics and its Applications, vol. 389, Kluwer Academic Publishers Group, Dordrecht, 1997. MR 1472234
  • I. V. Orlovskiĭ, Consistency of Koenker–Bassett estimators in nonlinear regression models, Naukovi Visti NTUU “KPI” 3 (2004), 144–152. (Ukrainian)
  • Tae Soo Kim and Hae Kyung Kim, Consistency of regression quantile estimators for the nonlinear time series regression model, Far East J. Theor. Stat. 5 (2001), no. 1, 181–191. MR 1848451
  • Peter J. Huber, The behavior of maximum likelihood estimates under nonstandard conditions, Proc. Fifth Berkeley Sympos. Math. Statist. and Probability (Berkeley, Calif., 1965/66) Univ. California Press, Berkeley, Calif., 1967, pp. 221–233. MR 0216620
  • R. N. Bhattacharya and R. Ranga Rao, Normal approximation and asymptotic expansions, John Wiley & Sons, New York-London-Sydney, 1976. Wiley Series in Probability and Mathematical Statistics. MR 0436272

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Additional Information

O. V. Ivanov
Affiliation: National Technical University of Ukraine (KPI), Peremogy Avenue 37, Kyiv, Ukraine
Email: ivanov@paligora.kiev.ua

I. V. Orlovskiĭ
Affiliation: National Technical University of Ukraine (KPI), Peremogy Avenue 37, Kyiv, Ukraine

Received by editor(s): March 19, 2004
Published electronically: August 10, 2006
Article copyright: © Copyright 2006 American Mathematical Society