Estimation of the hazard rate function with a reduction of bias and variance at the boundary
Discussiones Mathematicae. Probability and Statistics, Tome 25 (2005) no. 1, pp. 5-37
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In the article, we propose a new estimator of the hazard rate function in the framework of the multiplicative point process intensity model. The technique combines the reflection method and the method of transformation. The new method eliminates the boundary effect for suitably selected transformations reducing the bias at the boundary and keeping the asymptotics of the variance. The transformation depends on a pre-estimate of the logarithmic derivative of the hazard function at the boundary.
Keywords:
hazard rate function, multiplicative intensity point process model, Ramlau-Hansen kernel estimator, reduction of the bias, reflection, transformation
@article{DMPS_2005_25_1_a0,
author = {Janiszewska, Bo\.zena and R\'o\.za\'nski, Roman},
title = {Estimation of the hazard rate function with a reduction of bias and variance at the boundary},
journal = {Discussiones Mathematicae. Probability and Statistics},
pages = {5--37},
publisher = {mathdoc},
volume = {25},
number = {1},
year = {2005},
language = {en},
url = {http://geodesic.mathdoc.fr/item/DMPS_2005_25_1_a0/}
}
TY - JOUR AU - Janiszewska, Bożena AU - Różański, Roman TI - Estimation of the hazard rate function with a reduction of bias and variance at the boundary JO - Discussiones Mathematicae. Probability and Statistics PY - 2005 SP - 5 EP - 37 VL - 25 IS - 1 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/DMPS_2005_25_1_a0/ LA - en ID - DMPS_2005_25_1_a0 ER -
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Janiszewska, Bożena; Różański, Roman. Estimation of the hazard rate function with a reduction of bias and variance at the boundary. Discussiones Mathematicae. Probability and Statistics, Tome 25 (2005) no. 1, pp. 5-37. http://geodesic.mathdoc.fr/item/DMPS_2005_25_1_a0/