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- W3043276086 abstract "In this paper, we consider semiparametric efficient inferences in the generalised partially linear models. A novel bias-corrected estimating procedure and a bias-corrected empirical log-likelihood ratio are developed, respectively, for point estimation and confidence regions for parameters of interest. Under mild conditions, the resulting likelihood ratio is shown to be standard chi-squared distributed asymptotically. Moreover, it is noteworthy that the range of bandwidth in this paper covers the optimal bandwidth due to the implementation of a new bias-corrected technique. Therefore, no undersmoothing is needed here for guaranteeing the asymptotically standard chi-squared distribution of the proposed statistic. Simulation study and real application are also provided in order to illustrate the performance of resulting procedure." @default.
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- W3043276086 date "2020-07-02" @default.
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- W3043276086 title "Semiparametric efficient inferences for generalised partially linear models" @default.
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- W3043276086 doi "https://doi.org/10.1080/10485252.2020.1790557" @default.
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