NeuralNetTools: Visualization and Analysis Tools for Neural Networks

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Visualization and analysis tools to aid in the interpretation of neural network models. Functions are available for plotting, quantifying variable importance, conducting a sensitivity analysis, and obtaining a simple list of model weights.

Author
Marcus W. Beck [aut, cre]
Date of publication
2016-11-25 00:27:31
Maintainer
Marcus W. Beck <mbafs2012@gmail.com>
License
CC0
Version
1.5.0

View on CRAN

Man pages

bias_lines
Plot connection weights for bias lines
bias_points
Plot bias points
garson
Variable importance using Garson's algorithm
get_ys
Get y locations for layers in 'plotnet'
layer_lines
Plot connection weights
layer_points
Plot neural network nodes
lekgrps
Create optional barplot for 'lekprofile' groups
lekprofile
Sensitivity analysis using Lek's profile method
neuraldat
Simulated dataset for function examples
neuralskips
Get weights for the skip layer in a neural network
neuralweights
Get weights for a neural network
olden
Variable importance using connection weights
plotnet
Plot a neural network model
pred_sens
Predicted values for Lek profile method

Files in this package

NeuralNetTools
NeuralNetTools/inst
NeuralNetTools/inst/CITATION
NeuralNetTools/NAMESPACE
NeuralNetTools/data
NeuralNetTools/data/neuraldat.RData
NeuralNetTools/R
NeuralNetTools/R/NeuralNetTools_gar.R
NeuralNetTools/R/NeuralNetTools_old.R
NeuralNetTools/R/NeuralNetTools_plot.R
NeuralNetTools/R/NeuralNetTools_utils.R
NeuralNetTools/R/NeuralNetTools_neuraldat.R
NeuralNetTools/R/NeuralNetTools_lek.R
NeuralNetTools/README.md
NeuralNetTools/MD5
NeuralNetTools/DESCRIPTION
NeuralNetTools/man
NeuralNetTools/man/bias_lines.Rd
NeuralNetTools/man/layer_lines.Rd
NeuralNetTools/man/lekprofile.Rd
NeuralNetTools/man/garson.Rd
NeuralNetTools/man/pred_sens.Rd
NeuralNetTools/man/neuraldat.Rd
NeuralNetTools/man/bias_points.Rd
NeuralNetTools/man/olden.Rd
NeuralNetTools/man/neuralweights.Rd
NeuralNetTools/man/layer_points.Rd
NeuralNetTools/man/neuralskips.Rd
NeuralNetTools/man/plotnet.Rd
NeuralNetTools/man/lekgrps.Rd
NeuralNetTools/man/get_ys.Rd