Asymptotic Properties of a Modified Semi-Parametric MLE in Linear Regression with Right-Censored Data
<正> Consider a linear regression model Y=β’X+e.where Y may be right censored and thecdf F+o of e is unknown.We show that a modified semi-parametric MLE.denoted by .is stronglyconsistent under certain regularity conditions.Moreover.if F_o is discontinuous,then P(≠βi.o.)=0,which means th...
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Veröffentlicht in: | Acta mathematica Sinica. English series 2002-04, Vol.18 (2), p.405-416 |
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description | <正> Consider a linear regression model Y=β’X+e.where Y may be right censored and thecdf F+o of e is unknown.We show that a modified semi-parametric MLE.denoted by .is stronglyconsistent under certain regularity conditions.Moreover.if F_o is discontinuous,then P(≠βi.o.)=0,which means that P(=βif the sample size is large)=1.The latter property has not been reportedfor the existing estimators.By contrast,most estimators,such as the Buckley-James estimator andM-estimators .satisfy that P(≠βi.o.)=1. |
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subjects | Consistency MLE Random variables Regression analysis Semi-parametric Super-efficiency |
title | Asymptotic Properties of a Modified Semi-Parametric MLE in Linear Regression with Right-Censored Data |
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