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Convergence systems and strong consistency of least squares estimates in regression models

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Author Info
Gui-Jing, Chen
Lai, T. L.
Wei, C. Z.
Abstract

A recent theorem of T. L. Hai, H. Robbins, and C. Z. Wei (J. Multivariate Anal. 9 (1979), 343-362) is extended to a more general form which unifies previous results in the literature on the strong consistency of least squares estimates in multiple regression models with nonrandom regressors. In particular the issue of strong consistency of the least squares estimate in the Gauss-Markov model, in the i.i.d. model with infinite second moment, and in general time series models is examined. In this connection, some basic properties of convergence systems are also obtained and are applied to the strong consistency problem.

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Publisher Info
Article provided by Elsevier in its journal Journal of Multivariate Analysis.

Volume (Year): 11 (1981)
Issue (Month): 3 (September)
Pages: 319-333
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Handle: RePEc:eee:jmvana:v:11:y:1981:i:3:p:319-333

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Related research
Keywords: Convergence system multiple regression strong consistency Gauss-Markov model martingale difference sequence linear process;

Cited by:
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  1. Ching-Kang Ing & Ching-Zong Wei, 2005. "A maximal moment inequality for long range dependent time series with applications to estimation and model selection," Econometrics 0508009, EconWPA. [Downloadable!]
  2. Marlene MUELLER, . "Consistency properties of model selection criteria in multiple linear regression," Statistic und Oekonometrie 9207, Humboldt Universitaet Berlin. [Downloadable!]
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