Some applications of probability generating function based methods to statistical estimation
Discussiones Mathematicae. Probability and Statistics, Tome 29 (2009) no. 2, pp. 131-153
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After recalling previous work on probability generating functions for real valued random variables we extend to these random variables uniform laws of large numbers and functional limit theorem for the empirical probability generating function. We present an application to the study of continuous laws, namely, estimation of parameters of Gaussian, gamma and uniform laws by means of a minimum contrast estimator that uses the empirical probability generating function of the sample. We test the procedure by simulation and we prove the consistency of the estimator.
Keywords:
probability generating function, empirical laws, estimation of parameters of continuous laws
@article{DMPS_2009_29_2_a2,
author = {Esqu{\'\i}vel, Manuel},
title = {Some applications of probability generating function based methods to statistical estimation},
journal = {Discussiones Mathematicae. Probability and Statistics},
pages = {131--153},
publisher = {mathdoc},
volume = {29},
number = {2},
year = {2009},
language = {en},
url = {http://geodesic.mathdoc.fr/item/DMPS_2009_29_2_a2/}
}
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%0 Journal Article %A Esquível, Manuel %T Some applications of probability generating function based methods to statistical estimation %J Discussiones Mathematicae. Probability and Statistics %D 2009 %P 131-153 %V 29 %N 2 %I mathdoc %U http://geodesic.mathdoc.fr/item/DMPS_2009_29_2_a2/ %G en %F DMPS_2009_29_2_a2
Esquível, Manuel. Some applications of probability generating function based methods to statistical estimation. Discussiones Mathematicae. Probability and Statistics, Tome 29 (2009) no. 2, pp. 131-153. http://geodesic.mathdoc.fr/item/DMPS_2009_29_2_a2/