Acta mathematica scientia,Series A
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Ding Jieli;Chen Xiru
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Abstract: Assuming the generalized linear model as described in \S1, let λ_nand λ¯n denote the minimum and maximum eigentvalues of∑i=1nZiZi′ resp., andβ^n denote the maximum likelihood estimator of β0. It is shown in [1] that, when \{Zi,i≥1\}is bounded, the sufficient conditions for strong consistency of β^n are as follows:λ_n→∞, (λ¯n)1/2+δ=O(λ_n)(for some δ>0) with natural link function, and λ_n→∞,λ¯n=O(λ_n) with nonnatural link function resp.. In this paper, the authors improvethe latter result by showing that even in the case of nonnatural link function, the condition(λ¯n)1/2+δ=O(λ_n) remains to be sufficient.
Key words: Generalized linear model, Maximum likelihood estimate, Strong consistency.
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Ding Jieli;Chen Xiru. Strong Consistency of the Maximum Likelihood Estimator in Generalized Linear Models[J].Acta mathematica scientia,Series A, 2006, 26(2): 168-173.
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http://121.43.60.238/sxwlxbA/EN/Y2006/V26/I2/168
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