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NeuralNetTools (version 1.5.2)

Visualization and Analysis Tools for Neural Networks

Description

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.

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Version

Install

install.packages('NeuralNetTools')

Monthly Downloads

4,695

Version

1.5.2

License

CC0

Maintainer

Marcus W. Beck

Last Published

July 26th, 2018

Functions in NeuralNetTools (1.5.2)

layer_lines

Plot connection weights
layer_points

Plot neural network nodes
neuralskips

Get weights for the skip layer in a neural network
neuraldat

Simulated dataset for function examples
bias_lines

Plot connection weights for bias lines
bias_points

Plot bias points
pred_sens

Predicted values for Lek profile method
plotnet

Plot a neural network model
garson

Variable importance using Garson's algorithm
get_ys

Get y locations for layers in plotnet
lekgrps

Create optional barplot for lekprofile groups
lekprofile

Sensitivity analysis using Lek's profile method
neuralweights

Get weights for a neural network
olden

Variable importance using connection weights