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Theory of Probability and Mathematical Statistics



Singular asymptotic normality of an estimator in the conic section fitting problem. II

S. V. Shklyar

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Abstract: This is the second part of the author paper published in Theor. Probability and Math. Statist. 92 (2016), 147-161. The first part considers the functional version of the conic section fitting problem and states the asymptotic normality of the ALS2 estimator for the coefficients of the conic section. In the present paper, a similar theorem on the asymptotic normality is obtained for the structural model. Two estimators of the asymptotic covariance matrix are constructed. The consistency of both estimators is proved.

Keywords: Errors in variables, asymptotic normality, estimation of parameters of a conic section, estimation of the asymptotic variance

Bibliography:
1. R. J. Carroll, D. Ruppert, L. A. Stefanski, and C. M. Crainiceanu, Measurement Error in Nonlinear Models: A Modern Perspective, Chapman & Hall, Boca Raton, 2006.
2. G. M. Fichtenholz, A Course of Differential and Integral Calculus, vol. 1, Fizmatlit'', Moscow, 2003. (Russian)
3. A. Kukush, I. Markovsky, and S. Van Huffel, Consistent estimation in an implicit quadratic measurement error model, Comput. Statist. Data Anal. 47 (2004), no. 1, 123-147.
4. V. V. Petrov, Limit Theorems of Probability Theory. Sequences of Independent Random Variables, ''Nauka'', Moscow, 1987; English transl., The Clarendon Press, Oxford University Press, New York, 1995.
5. S. Roman, The Umbral Calculus, Academic Press, Orlando, 1984.
6. S. Shklyar, A. Kukush, I. Markovsky, and S. Van Huffel, On the conic section fitting problem, J. Multivariate Anal. 98 (2007), no. 3, 588-624.
7. S. V. Shklyar, Singular asymptotic normality of an estimator in the conic section fitting problem. I, Teor. Ĭmovir. Mat. Stat. 92 (2015), 137-150; English transl. in Theor. Probability and Math. Statist. 92 (2016), 147-161.
8. S. V. Shklyar, ALS2 estimator in two lines fitting model, International Conference ''Stochastic Processes in Abstract Spaces'', Institute of Mathematics, Kyiv, 2015, p. 61.