automrl: Automated mean residual life plots

In mev: Modelling of Extreme Values

Automated mean residual life plots

Description

This function implements the automated proposal from Section 2.2 of Langousis et al. (2016) for mean residual life plots. It returns the threshold that minimize the weighted mean square error and moment estimators for the scale and shape parameter based on weighted least squares.

Usage

automrl(xdat, kmax, thresh, plot = TRUE, ...)

Arguments

xdat	[numeric] vector of observations
kmax	[integer] maximum number of order statistics
thresh	[numeric] vector of thresholds; if missing, uses all order statistics from the 20th largest until kmax as candidates
plot	[logical] if TRUE (default), return a plot of the mean residual life plot with the fitted slope and the chosen threshold
...	additional arguments, currently ignored

Details

The procedure consists in estimating the usual

Value

a list containing

• thresh: selected threshold

• scale: scale parameter estimate

• shape: shape parameter estimate

References

Langousis, A., A. Mamalakis, M. Puliga and R. Deidda (2016). Threshold detection for the generalized Pareto distribution: Review of representative methods and application to the NOAA NCDC daily rainfall database, Water Resources Research, 52, 2659–2681.

mev documentation built on Sept. 11, 2024, 8:14 p.m.