Global Sensitivity Analysis of Model Outputs


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Documentation for package ‘sensitivity’ version 1.15.0

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A C D F I M P S T

sensitivity-package Sensitivity Analysis

-- A --

ask Decoupling Simulations and Estimations
ask.sb Sequential Bifurcations
ask.sobolGP Kriging-based sensitivity analysis
atantemp.fun Test Models for Sensitivity Analysis

-- C --

campbell1D.fun Test Models for Sensitivity Analysis

-- D --

decoupling Decoupling Simulations and Estimations
delsa Distributed Evaluation of Local Sensitivity Analysis

-- F --

fast99 Extended Fourier Amplitude Sensitivity Test

-- I --

ishigami.fun Test Models for Sensitivity Analysis

-- M --

morris Morris's Elementary Effects Screening Method
morris.fun Test Models for Sensitivity Analysis

-- P --

parameterSets Generate parameter sets
pcc Partial Correlation Coefficients
PLI Perturbed-Law based sensitivity Indices (PLI) for failure probability
PLIquantile Perturbed-Law based sensitivity Indices (PLI) for quantile
plot Support index functions: Measuring the effect of input variables over their support
plot.delsa Distributed Evaluation of Local Sensitivity Analysis
plot.fast99 Extended Fourier Amplitude Sensitivity Test
plot.morris Morris's Elementary Effects Screening Method
plot.pcc Partial Correlation Coefficients
plot.sb Sequential Bifurcations
plot.sensiFdiv Sensitivity Indices based on Csiszar f-divergence
plot.sensiHSIC Sensitivity Indices based on Hilbert-Schmidt Independence Criterion (HSIC)
plot.shapleyPermEx Estimation of Shapley effects by examining all permutations of inputs (Agorithm of Song et al, 2016), in cases of independent or dependent inputs
plot.shapleyPermRand Estimation of Shapley effects by random permutations of inputs (Agorithm of Song et al, 2016), in cases of independent or dependent inputs
plot.sobol Monte Carlo Estimation of Sobol' Indices
plot.sobol2002 Monte Carlo Estimation of Sobol' Indices (scheme by Saltelli 2002)
plot.sobol2007 Monte Carlo Estimation of Sobol' Indices (improved formulas of Mauntz: Sobol et al. (2007) and Saltelli et al. (2010))
plot.sobolEff Monte Carlo Estimation of Sobol' Indices (formulas of Janon-Monod)
plot.sobolGP Kriging-based sensitivity analysis
plot.soboljansen Monte Carlo Estimation of Sobol' Indices (improved formulas of Jansen (1999) and Saltelli et al. (2010))
plot.sobolmara Monte Carlo Estimation of Sobol' Indices via matrix permutations
plot.sobolmartinez Monte Carlo Estimation of Sobol' Indices (formulas of Martinez (2011))
plot.sobolMultOut Monte Carlo Estimation of Aggregated Sobol' Indices for multiple and functional outputs
plot.sobolowen Monte Carlo Estimation of Sobol' Indices (improved formulas of Owen (2013)
plot.sobolroalhs Sobol' Indices Estimation Using Replicated OA-based LHS
plot.sobolroauc Sobol' Indices estimation under inequality constraints
plot.sobolSalt Monte Carlo Estimation of Sobol' Indices based on Saltelli schemes
plot.sobolTIIlo Liu and Owen Estimation of Total Interaction Indices
plot.sobolTIIpf Pick-freeze Estimation of Total Interaction Indices
plot.soboltouati Monte Carlo Estimation of Sobol' Indices (formulas of Martinez (2011) and Touati (2016))
plot.src Standardized Regression Coefficients
plot.support Support index functions: Measuring the effect of input variables over their support
plot3d.morris Morris's Elementary Effects Screening Method
plotFG Pick-freeze Estimation of Total Interaction Indices
plotFG.sobolTIIlo Liu and Owen Estimation of Total Interaction Indices
plotFG.sobolTIIpf Pick-freeze Estimation of Total Interaction Indices
PoincareConstant Poincare constants for Derivative-based Global Sensitivity Measures (DGSM)
PoincareOptimal Optimal Poincare constants for Derivative-based Global Sensitivity Measures (DGSM)
print.delsa Distributed Evaluation of Local Sensitivity Analysis
print.fast99 Extended Fourier Amplitude Sensitivity Test
print.morris Morris's Elementary Effects Screening Method
print.pcc Partial Correlation Coefficients
print.sb Sequential Bifurcations
print.sensiFdiv Sensitivity Indices based on Csiszar f-divergence
print.sensiHSIC Sensitivity Indices based on Hilbert-Schmidt Independence Criterion (HSIC)
print.shapleyPermEx Estimation of Shapley effects by examining all permutations of inputs (Agorithm of Song et al, 2016), in cases of independent or dependent inputs
print.shapleyPermRand Estimation of Shapley effects by random permutations of inputs (Agorithm of Song et al, 2016), in cases of independent or dependent inputs
print.sobol Monte Carlo Estimation of Sobol' Indices
print.sobol2002 Monte Carlo Estimation of Sobol' Indices (scheme by Saltelli 2002)
print.sobol2007 Monte Carlo Estimation of Sobol' Indices (improved formulas of Mauntz: Sobol et al. (2007) and Saltelli et al. (2010))
print.sobolEff Monte Carlo Estimation of Sobol' Indices (formulas of Janon-Monod)
print.sobolGP Kriging-based sensitivity analysis
print.soboljansen Monte Carlo Estimation of Sobol' Indices (improved formulas of Jansen (1999) and Saltelli et al. (2010))
print.sobolmara Monte Carlo Estimation of Sobol' Indices via matrix permutations
print.sobolmartinez Monte Carlo Estimation of Sobol' Indices (formulas of Martinez (2011))
print.sobolMultOut Monte Carlo Estimation of Aggregated Sobol' Indices for multiple and functional outputs
print.sobolowen Monte Carlo Estimation of Sobol' Indices (improved formulas of Owen (2013)
print.sobolroalhs Sobol' Indices Estimation Using Replicated OA-based LHS
print.sobolroauc Sobol' Indices estimation under inequality constraints
print.sobolSalt Monte Carlo Estimation of Sobol' Indices based on Saltelli schemes
print.sobolTIIlo Liu and Owen Estimation of Total Interaction Indices
print.sobolTIIpf Pick-freeze Estimation of Total Interaction Indices
print.soboltouati Monte Carlo Estimation of Sobol' Indices (formulas of Martinez (2011) and Touati (2016))
print.src Standardized Regression Coefficients

-- S --

sb Sequential Bifurcations
scatterplot Support index functions: Measuring the effect of input variables over their support
scatterplot.support Support index functions: Measuring the effect of input variables over their support
sensiFdiv Sensitivity Indices based on Csiszar f-divergence
sensiHSIC Sensitivity Indices based on Hilbert-Schmidt Independence Criterion (HSIC)
sensitivity Sensitivity Analysis
shapleyPermEx Estimation of Shapley effects by examining all permutations of inputs (Agorithm of Song et al, 2016), in cases of independent or dependent inputs
shapleyPermRand Estimation of Shapley effects by random permutations of inputs (Agorithm of Song et al, 2016), in cases of independent or dependent inputs
sobol Monte Carlo Estimation of Sobol' Indices
sobol.fun Test Models for Sensitivity Analysis
sobol2002 Monte Carlo Estimation of Sobol' Indices (scheme by Saltelli 2002)
sobol2007 Monte Carlo Estimation of Sobol' Indices (improved formulas of Mauntz: Sobol et al. (2007) and Saltelli et al. (2010))
sobolEff Monte Carlo Estimation of Sobol' Indices (formulas of Janon-Monod)
sobolGP Kriging-based sensitivity analysis
soboljansen Monte Carlo Estimation of Sobol' Indices (improved formulas of Jansen (1999) and Saltelli et al. (2010))
sobolmara Monte Carlo Estimation of Sobol' Indices via matrix permutations
sobolmartinez Monte Carlo Estimation of Sobol' Indices (formulas of Martinez (2011))
sobolMultOut Monte Carlo Estimation of Aggregated Sobol' Indices for multiple and functional outputs
sobolowen Monte Carlo Estimation of Sobol' Indices (improved formulas of Owen (2013)
sobolroalhs Sobol' Indices Estimation Using Replicated OA-based LHS
sobolroauc Sobol' Indices estimation under inequality constraints
sobolSalt Monte Carlo Estimation of Sobol' Indices based on Saltelli schemes
sobolSmthSpl Estimation of Sobol' First Order Indices with B-spline Smoothing
sobolTIIlo Liu and Owen Estimation of Total Interaction Indices
sobolTIIpf Pick-freeze Estimation of Total Interaction Indices
soboltouati Monte Carlo Estimation of Sobol' Indices (formulas of Martinez (2011) and Touati (2016))
src Standardized Regression Coefficients
support Support index functions: Measuring the effect of input variables over their support

-- T --

tell Decoupling Simulations and Estimations
tell.delsa Distributed Evaluation of Local Sensitivity Analysis
tell.fast99 Extended Fourier Amplitude Sensitivity Test
tell.morris Morris's Elementary Effects Screening Method
tell.sb Sequential Bifurcations
tell.sensiFdiv Sensitivity Indices based on Csiszar f-divergence
tell.sensiHSIC Sensitivity Indices based on Hilbert-Schmidt Independence Criterion (HSIC)
tell.shapleyPermEx Estimation of Shapley effects by examining all permutations of inputs (Agorithm of Song et al, 2016), in cases of independent or dependent inputs
tell.shapleyPermRand Estimation of Shapley effects by random permutations of inputs (Agorithm of Song et al, 2016), in cases of independent or dependent inputs
tell.sobol Monte Carlo Estimation of Sobol' Indices
tell.sobol2002 Monte Carlo Estimation of Sobol' Indices (scheme by Saltelli 2002)
tell.sobol2007 Monte Carlo Estimation of Sobol' Indices (improved formulas of Mauntz: Sobol et al. (2007) and Saltelli et al. (2010))
tell.sobolEff Monte Carlo Estimation of Sobol' Indices (formulas of Janon-Monod)
tell.sobolGP Kriging-based sensitivity analysis
tell.soboljansen Monte Carlo Estimation of Sobol' Indices (improved formulas of Jansen (1999) and Saltelli et al. (2010))
tell.sobolmara Monte Carlo Estimation of Sobol' Indices via matrix permutations
tell.sobolmartinez Monte Carlo Estimation of Sobol' Indices (formulas of Martinez (2011))
tell.sobolowen Monte Carlo Estimation of Sobol' Indices (improved formulas of Owen (2013)
tell.sobolroalhs Sobol' Indices Estimation Using Replicated OA-based LHS
tell.sobolroauc Sobol' Indices estimation under inequality constraints
tell.sobolSalt Monte Carlo Estimation of Sobol' Indices based on Saltelli schemes
tell.sobolTIIlo Liu and Owen Estimation of Total Interaction Indices
tell.sobolTIIpf Pick-freeze Estimation of Total Interaction Indices
tell.soboltouati Monte Carlo Estimation of Sobol' Indices (formulas of Martinez (2011) and Touati (2016))
template.replace Replace Values in a Template Text
testmodels Test Models for Sensitivity Analysis