ercv (version 1.0.1)

fitpot: Fits peaks-over-threshold model of a sample

Description

Fits peaks-over-threshold model of a sample.

Usage

fitpot(data, threshold=NA, nextremes=NA, evi=NA)

Arguments

data

a numeric vector.

threshold

a threshold value (either this or nextremes must be given but not both).

nextremes

the number of upper extremes to be used (either this or threshold must be given but not both).

evi

extreme value index. In particular, the shape parammeter of a generalized Pareto distribution.

Value

A data.frame with the following columns:

• evi extreme value index. In particular, the shape parammeter of a generalized Pareto distribution.

• psi the scale parameter of a generalized Pareto distribution.

• threshold a threshold value where peaks-over-threshold is applied.

• prob proportion of size of data corresponding to the upper extremes modelled with generalized pareto distribution.

References

del Castillo, J. and Padilla, M. (2016). Modeling extreme values by the residual coefficient of variation. SORT Statist. Oper. Res. Trans. 40(2), 303-320.

del Castillo, J. and Serra, I. (2015). Likelihood inference for Generalized Pareto Distribution. Computational Statistics and Data Analysis, 83, 116-128.

del Castillo, J., Daoudi, J. and Lockhart, R. (2014). Methods to Distinguish Between Polynomial and Exponential Tails. Scandinavian Journal of Statistics, 41, 382-393.

See Also

ercv-package, cievi, ccdfplot, cvevi, cvplot, evicv, ppot, qpot, tdata, thrselect, Tm

Examples

# NOT RUN {
data("nidd.thresh", package = "evir")
fitpot(nidd.thresh)
# }