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ASYMPTOTICS FOR THE DISTRIBUTION FUNCTION ESTIMATORS OF THE ERRORS IN SEMI-PARAMETRIC REGRESSION MODELS

ASYMPTOTICS FOR THE DISTRIBUTION FUNCTION ESTIMATORS OF THE ERRORS IN SEMI-PARAMETRIC REGRESSION MODELS
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摘要 This paper considers the convergence rates for nonparametric estimators of the error distribution in semi-parametric regression models. By establishing some general laws of the iterated logarithm, it shows that the rates of convergence of either the empirical distribution or a smoothed version of the empirical distribution function matches exactly the rates obtained for an independent sample from the error distribution. This paper considers the convergence rates for nonparametric estimators of the error distribution in semi-parametric regression models. By establishing some general laws of the iterated logarithm, it shows that the rates of convergence of either the empirical distribution or a smoothed version of the empirical distribution function matches exactly the rates obtained for an independent sample from the error distribution.
出处 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2014年第2期360-369,共10页 系统科学与复杂性学报(英文版)
基金 supported by the National Science Foundation of China under Grant Nos.11201422,11301481,and 11371321 Zhejiang Provincial Natural Science Foundation of China under Grant Nos.Y6110639,Y6110110,LQ12A01018,and LQ12A01017 the National Statistical Science Research Project of China under Grant No.2012LY174 Foundation for Young Talents of ZJGSU under Grant No.1020XJ1314019 Zhejiang Provincial Key Research Base for Humanities and Social Science Research(Statistics)
关键词 半参数回归模型 分布估计 模型误差 经验分布函数 误差分布 非参数估计 收敛速度 独立样本 Empirical distribution function, kernel distribution function, law of the iterated loga-rithm, semi-parametric regression model, residuals.
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参考文献15

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