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Article
Hierarchical linear regression models for conditional quantiles
The quantile regression has several useful features and therefore is gradually develo** into a comprehensive approach to the statistical analysis of linear and nonlinear response models, but it cannot deal e...
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Article
Robust estimation in inverse problems via quantile coupling
In this article we consider a sequence of hierarchical space model of inverse problems. The underlying function is estimated from indirect observations over a variety of error distributions including those tha...
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Article
Adaptive quantile regression with precise risk bounds
An adaptive local smoothing method for nonparametric conditional quantile regression models is considered in this paper. Theoretical properties of the procedure are examined. The proposed method is fully adapt...