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extremefit (version 1.0.2)

Estimation of Extreme Conditional Quantiles and Probabilities

Description

Extreme value theory, nonparametric kernel estimation, tail conditional probabilities, extreme conditional quantile, adaptive estimation, quantile regression, survival probabilities.

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Version

Install

install.packages('extremefit')

Monthly Downloads

407

Version

1.0.2

License

GPL-2

Maintainer

Last Published

May 4th, 2019

Functions in extremefit (1.0.2)

Rectangular.kernel

Rectangular kernel function
Pareto Distribution

Pareto distribution
Epa.kernel

Epanechnikov kernel function
CriticalValue

Computation of the critical value in the hill.adapt function
bootCI.ts

Pointwise confidence intervals by bootstrap
Pareto mix

Pareto mixture distribution
plot.hill

Hill plot
bootCI

Pointwise confidence intervals by bootstrap
bandwidth.grid

Bandwidth Grid
cox.adapt

Compute the extreme quantile procedure for Cox model
predict.hill.ts

Predict the adaptive survival or quantile function for a time serie
predict.hill

Predict the adaptive survival or quantile function
plot.hill.adapt

Hill.adapt plot
Triang.kernel

Triangular kernel function
goftest

Goodness of fit test statistics
probgrid

Probability grid
predict.hill.adapt

Predict the adaptive survival or quantile function
wquantile

Weighted quantile
goftest.hill.adapt

Goodness of fit test statistics
Biweight.kernel

Biweight kernel function
dataOyster

High-frequency noninvasive valvometry data
Burr Distribution

Burr distribution
hill.adapt

Compute the extreme quantile procedure
hill.ts

Compute the extreme quantile procedure on a time dependent data
goftest.hill.ts

Goodness of fit test statistics for time series
dataWind

Wind speed for Brest (France)
hill

Hill estimator
TruncGauss.kernel

Truncated Gaussian kernel function
bandwidth.CV

Choice of the bandwidth by cross validation.
pparetoCP

Pareto change point distribution
rburr.dependent

Generate Burr dependent data
predict.cox.adapt

Predict the survival or quantile function from the extreme procedure for the Cox model
wecdf

Weighted empirical cumulative distribution function
LoadCurve

Load curve of an habitation
Gaussian.kernel

Gaussian kernel function