Bounds on tail probabilities for negative binomial distributions
Kybernetika, Tome 52 (2016) no. 6, pp. 943-966
Cet article a éte moissonné depuis la source Czech Digital Mathematics Library
In this paper we derive various bounds on tail probabilities of distributions for which the generated exponential family has a linear or quadratic variance function. The main result is an inequality relating the signed log-likelihood of a negative binomial distribution with the signed log-likelihood of a Gamma distribution. This bound leads to a new bound on the signed log-likelihood of a binomial distribution compared with a Poisson distribution that can be used to prove an intersection property of the signed log-likelihood of a binomial distribution compared with a standard Gaussian distribution. All the derived inequalities are related and they are all of a qualitative nature that can be formulated via stochastic domination or a certain intersection property.
In this paper we derive various bounds on tail probabilities of distributions for which the generated exponential family has a linear or quadratic variance function. The main result is an inequality relating the signed log-likelihood of a negative binomial distribution with the signed log-likelihood of a Gamma distribution. This bound leads to a new bound on the signed log-likelihood of a binomial distribution compared with a Poisson distribution that can be used to prove an intersection property of the signed log-likelihood of a binomial distribution compared with a standard Gaussian distribution. All the derived inequalities are related and they are all of a qualitative nature that can be formulated via stochastic domination or a certain intersection property.
DOI :
10.14736/kyb-2016-6-0943
Classification :
60E15, 60F10, 62E17
Keywords: tail probability; exponential family; signed log-likelihood; variance function; inequalities
Keywords: tail probability; exponential family; signed log-likelihood; variance function; inequalities
@article{10_14736_kyb_2016_6_0943,
author = {Harremo\"es, Peter},
title = {Bounds on tail probabilities for negative binomial distributions},
journal = {Kybernetika},
pages = {943--966},
year = {2016},
volume = {52},
number = {6},
doi = {10.14736/kyb-2016-6-0943},
mrnumber = {3607856},
zbl = {06707382},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.14736/kyb-2016-6-0943/}
}
TY - JOUR AU - Harremoës, Peter TI - Bounds on tail probabilities for negative binomial distributions JO - Kybernetika PY - 2016 SP - 943 EP - 966 VL - 52 IS - 6 UR - http://geodesic.mathdoc.fr/articles/10.14736/kyb-2016-6-0943/ DO - 10.14736/kyb-2016-6-0943 LA - en ID - 10_14736_kyb_2016_6_0943 ER -
Harremoës, Peter. Bounds on tail probabilities for negative binomial distributions. Kybernetika, Tome 52 (2016) no. 6, pp. 943-966. doi: 10.14736/kyb-2016-6-0943
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