profExtrema0.2.1 package

Compute and Visualize Profile Extrema Functions

approxMaxMin

Approximate coordinate profile functions

approxProfileExtrema

Approximate profile extrema functions

bound_profiles

Bound for profile extrema quantiles

cleanProfileResults

Clean a profile extrema object

coordinateProfiles

Coordinate profiles starting from a kriging model

coordProf_UQ

Coordinate profiles UQ from a kriging model

getAllMaxMin

Coordinate profile extrema with BFGS optimization

getChangePoints

Coordinate profiles crossing points

getClosePoints

Find close points

getMax

Coordinate profile sup function

getMaxMinMC

Coordinate profile extrema with MC

getMin

Coordinate profile inf function

getPointProportion

Obtain proportion of true observations in excursion set

getProfileExtrema

Profile extrema with BFGS optimization

getProfileInf_optim

Generic profile inf function computation with optim

getProfileSup_optim

Generic profile sup function computation with optim

getSegments

getSegments

grad_mean_Delta_T

Gradient of the mean function of difference process

grad_var_Delta_T

Gradient of the variance function of difference process

gradKm_dnewdata

Gradient of posterior mean and variance

kGradSmooth

First order approximation

mean_Delta_T

mean function of difference process

obliqueProf_UQ

Oblique profiles UQ from a kriging model

obliqueProfiles

Oblique coordinate profiles starting from a kriging model

plot_univariate_profiles_UQ

Univariate profile extrema with UQ

plotBivariateProfiles

Plot bivariate profiles

plotMaxMin

Plot coordinate profiles

plotOblique

plotOblique

plotOneBivProfile

Plot bivariate profiles

prof_mean_var_Delta

Profile extrema for the mean and variance functions of difference proc...

profExtrema

profExtrema package

setPlotOptions

Set-up the plot options when NULL

var_Delta_T

Variance function of difference process

Computes profile extrema functions for arbitrary functions. If the function is expensive-to-evaluate it computes profile extrema by emulating the function with a Gaussian process (using package 'DiceKriging'). In this case uncertainty quantification on the profile extrema can also be computed. The different plotting functions for profile extrema give the user a tool to better locate excursion sets.

  • Maintainer: Dario Azzimonti
  • License: GPL-3
  • Last published: 2020-03-21