Detail publikace
Modelling of precipitation extremes using parametric and nonparametric methods with automated threshold selection
HOLEŠOVSKÝ, J. FUSEK, M. MICHÁLEK, J.
Originální název
Modelling of precipitation extremes using parametric and nonparametric methods with automated threshold selection
Typ
článek v časopise ve Scopus, Jsc
Jazyk
angličtina
Originální abstrakt
When dealing with extreme values estimation, the threshold models are often used. However, a~proper threshold selection is one of the problems which have to be solved. In this paper, we concentrate on this issue in order to compare an~automated threshold selection based on multiple-threshold model with double bootstrap technique based on semi-parametric estimation. Both estimation procedures are compared using simulations. A~case study is carried out to evaluate estimations of intensity-duration-frequency curves which represent commonly used hydrological tool. A~special attention is also paid to the assessment of an~impact of the series length on the estimation quality.
Klíčová slova
Extreme value, moment estimator, bootstrap, peaks-over-threshold, generalized Pareto distribution.
Autoři
HOLEŠOVSKÝ, J.; FUSEK, M.; MICHÁLEK, J.
Rok RIV
2015
Vydáno
1. 4. 2015
ISSN
1998-0159
Periodikum
International Journal of Mathematics and Computers in Simulation
Ročník
9
Číslo
1
Stát
Spojené státy americké
Strany od
94
Strany do
102
Strany počet
9
BibTex
@article{BUT112523,
author="Jan {Holešovský} and Michal {Fusek} and Jaroslav {Michálek}",
title="Modelling of precipitation extremes using parametric and nonparametric methods with automated threshold selection",
journal="International Journal of Mathematics and Computers in Simulation",
year="2015",
volume="9",
number="1",
pages="94--102",
issn="1998-0159"
}