Model-calibration estimation of the distribution function using nonparametric regression

@article{Rueda2008ModelcalibrationEO,
  title={Model-calibration estimation of the distribution function using nonparametric regression},
  author={Mar{\'i}a del Mar Rueda and I. S{\'a}nchez-Borrego and Antonio Arcos and S. Mart{\'i}nez},
  journal={Metrika},
  year={2008},
  volume={71},
  pages={33-44}
}
Nonparametric regression has only recently been employed in the estimation of finite population parameters in a model-assisted framework. This paper proposes a new calibration estimator for the distribution function using nonparametric methods to obtain the fitted values on which to calibrate. The proposed estimator is a genuine distribution function that presents several attractive features. In terms of relative efficiency and relative bias, the behaviour of the proposed estimator is compared… CONTINUE READING

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