Research Article

Extended generalized extreme value distribution with applications in environmental data

Volume: 45 Number: 6 December 1, 2016
  • Fernando Nascimento *
  • Marcelo Bourguignon
  • Jeremias Leão
EN

Extended generalized extreme value distribution with applications in environmental data

Abstract

In probability theory and statistics, the generalized extreme value (GEV) distribution is a family of continuous probability distributions developed within extreme value theory, which has wide applicability in several areas including hydrology, engineering, science, ecology and finance. In this paper, we propose three extensions of the GEV distribution that incorporate an additional parameter. These extensions are more flexible than the GEV distribution, i.e., the additional parameter introduces skewness and to vary tail weight. In these three cases, the GEV distribution is a particular case. The parameter estimation of these new distributions is done under the Bayesian paradigm, considering vague priors for the parameters. Simulation studies show the efficiency of the proposed models. Applications to river quotas and rainfall show that the generalizations can produce more efficient results than is the standard case with GEV distribution. 

Keywords

References

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Details

Primary Language

English

Subjects

Statistics

Journal Section

Research Article

Authors

Fernando Nascimento * This is me

Marcelo Bourguignon This is me

Jeremias Leão This is me

Publication Date

December 1, 2016

Submission Date

March 18, 2015

Acceptance Date

October 27, 2015

Published in Issue

Year 2016 Volume: 45 Number: 6

APA
Nascimento, F., Bourguignon, M., & Leão, J. (2016). Extended generalized extreme value distribution with applications in environmental data. Hacettepe Journal of Mathematics and Statistics, 45(6), 1847-1864. https://izlik.org/JA42KU53WS
AMA
1.Nascimento F, Bourguignon M, Leão J. Extended generalized extreme value distribution with applications in environmental data. Hacettepe Journal of Mathematics and Statistics. 2016;45(6):1847-1864. https://izlik.org/JA42KU53WS
Chicago
Nascimento, Fernando, Marcelo Bourguignon, and Jeremias Leão. 2016. “Extended Generalized Extreme Value Distribution With Applications in Environmental Data”. Hacettepe Journal of Mathematics and Statistics 45 (6): 1847-64. https://izlik.org/JA42KU53WS.
EndNote
Nascimento F, Bourguignon M, Leão J (December 1, 2016) Extended generalized extreme value distribution with applications in environmental data. Hacettepe Journal of Mathematics and Statistics 45 6 1847–1864.
IEEE
[1]F. Nascimento, M. Bourguignon, and J. Leão, “Extended generalized extreme value distribution with applications in environmental data”, Hacettepe Journal of Mathematics and Statistics, vol. 45, no. 6, pp. 1847–1864, Dec. 2016, [Online]. Available: https://izlik.org/JA42KU53WS
ISNAD
Nascimento, Fernando - Bourguignon, Marcelo - Leão, Jeremias. “Extended Generalized Extreme Value Distribution With Applications in Environmental Data”. Hacettepe Journal of Mathematics and Statistics 45/6 (December 1, 2016): 1847-1864. https://izlik.org/JA42KU53WS.
JAMA
1.Nascimento F, Bourguignon M, Leão J. Extended generalized extreme value distribution with applications in environmental data. Hacettepe Journal of Mathematics and Statistics. 2016;45:1847–1864.
MLA
Nascimento, Fernando, et al. “Extended Generalized Extreme Value Distribution With Applications in Environmental Data”. Hacettepe Journal of Mathematics and Statistics, vol. 45, no. 6, Dec. 2016, pp. 1847-64, https://izlik.org/JA42KU53WS.
Vancouver
1.Fernando Nascimento, Marcelo Bourguignon, Jeremias Leão. Extended generalized extreme value distribution with applications in environmental data. Hacettepe Journal of Mathematics and Statistics [Internet]. 2016 Dec. 1;45(6):1847-64. Available from: https://izlik.org/JA42KU53WS