Sensitivity Analysis of Neural Networks

---

Documentation for package ‘NeuralSens’ version 1.1.3

• DESCRIPTION file.

Help Pages

NeuralSens-package	NeuralSens: Sensitivity Analysis of Neural Networks
ActFunc	Activation function of neuron
AlphaSensAnalysis	Sensitivity alpha-curve associated to MLP function
AlphaSensCurve	Sensitivity alpha-curve associated to MLP function of an input variable
ChangeBootAlpha	Change significance of boot SensMLP Class
CombineSens	Sensitivity analysis plot over time of the data
ComputeHessMeasures	Plot sensitivities of a neural network model
ComputeSensMeasures	Plot sensitivities of a neural network model
DAILY_DEMAND_TR	Data frame with 4 variables
DAILY_DEMAND_TV	Data frame with 3 variables
Der2ActFunc	Second derivative of activation function of neuron
Der3ActFunc	Third derivative of activation function of neuron
DerActFunc	Derivative of activation function of neuron
diag3Darray	Define function to create a 'diagonal' array or get the diagonal of an array
diag3Darray<-	Define function to change the diagonal of array
diag4Darray	Define function to create a 'diagonal' array or get the diagonal of an array
diag4Darray<-	Define function to change the diagonal of array
find_critical_value	Find Critical Value
HessDotPlot	Second derivatives 3D scatter or surface plot against input values
HessFeaturePlot	Feature sensitivity plot
HessianMLP	Sensitivity of MLP models
HessianMLP.default	Sensitivity of MLP models
HessianMLP.H2OMultinomialModel	Sensitivity of MLP models
HessianMLP.H2ORegressionModel	Sensitivity of MLP models
HessianMLP.list	Sensitivity of MLP models
HessianMLP.mlp	Sensitivity of MLP models
HessianMLP.nn	Sensitivity of MLP models
HessianMLP.nnet	Sensitivity of MLP models
HessianMLP.nnetar	Sensitivity of MLP models
HessianMLP.numeric	Sensitivity of MLP models
HessianMLP.train	Sensitivity of MLP models
HessMLP	Constructor of the HessMLP Class
HessToSensMLP	Convert a HessMLP to a SensMLP object
is.HessMLP	Check if object is of class 'HessMLP'
is.SensMLP	Check if object is of class 'SensMLP'
kStepMAlgorithm	k-StepM Algorithm for Hypothesis Testing
NeuralSens	NeuralSens: Sensitivity Analysis of Neural Networks
plot.HessMLP	Plot method for the HessMLP Class
plot.SensMLP	Plot method for the SensMLP Class
PlotSensMLP	Neural network structure sensitivity plot
print.HessMLP	Print method for the HessMLP Class
print.SensMLP	Print method for the SensMLP Class
print.summary.HessMLP	Print method of the summary HessMLP Class
print.summary.SensMLP	Print method of the summary SensMLP Class
SensAnalysisMLP	Sensitivity of MLP models
SensAnalysisMLP.default	Sensitivity of MLP models
SensAnalysisMLP.H2OMultinomialModel	Sensitivity of MLP models
SensAnalysisMLP.H2ORegressionModel	Sensitivity of MLP models
SensAnalysisMLP.list	Sensitivity of MLP models
SensAnalysisMLP.mlp	Sensitivity of MLP models
SensAnalysisMLP.nn	Sensitivity of MLP models
SensAnalysisMLP.nnet	Sensitivity of MLP models
SensAnalysisMLP.nnetar	Sensitivity of MLP models
SensAnalysisMLP.numeric	Sensitivity of MLP models
SensAnalysisMLP.train	Sensitivity of MLP models
SensDotPlot	Sensitivity scatter plot against input values
SensFeaturePlot	Feature sensitivity plot
SensitivityPlots	Plot sensitivities of a neural network model
SensMatPlot	Plot sensitivities of a neural network model
SensMLP	Constructor of the SensMLP Class
SensTimePlot	Sensitivity analysis plot over time of the data
simdata	Simulated data to test the package functionalities
summary.HessMLP	Summary Method for the HessMLP Class
summary.SensMLP	Summary Method for the SensMLP Class