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nn2poly  

Neural Network Weights Transformation into Polynomial Coefficients
View on CRAN: Click here


Download and install nn2poly package within the R console
Install from CRAN:
install.packages("nn2poly")

Install from Github:
library("remotes")
install_github("cran/nn2poly")

Install by package version:
library("remotes")
install_version("nn2poly", "0.1.1")



Attach the package and use:
library("nn2poly")
Maintained by
Pablo Morala
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2024-01-24
Latest Update: 2024-01-30
Description:
Implements a method that builds the coefficients of a polynomial model that performs almost equivalently as a given neural network (densely connected). This is achieved using Taylor expansion at the activation functions. The obtained polynomial coefficients can be used to explain features (and their interactions) importance in the neural network, therefore working as a tool for interpretability or eXplainable Artificial Intelligence (XAI). See Morala et al. 2021 , and 2023 .
How to cite:
Pablo Morala (2024). nn2poly: Neural Network Weights Transformation into Polynomial Coefficients. R package version 0.1.1, https://cran.r-project.org/web/packages/nn2poly. Accessed 21 Nov. 2024.
Previous versions and publish date:
0.1.0 (2024-01-24 15:50), 0.1.1 (2024-01-30 10:10)
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