39 citations · 52 across the 3 of their papers we have counts for
3 papers
nn2poly: An R Package for Converting Neural Networks into Interpretable Polynomials
Pablo Morala, Jenny Alexandra Cifuentes, Rosa E. Lillo +1
The nn2poly package provides the implementation in R of the NN2Poly method to explain and interpret feed-forward neural networks by means of polynomial representations that predict…
NN2Poly: A polynomial representation for deep feed-forward artificial neural networks
Pablo Morala, Jenny Alexandra Cifuentes, Rosa E. Lillo +1
Interpretability of neural networks and their underlying theoretical behavior remain an open field of study even after the great success of their practical applications, particular…
Towards a mathematical framework to inform Neural Network modelling via Polynomial Regression
Pablo Morala, Jenny Alexandra Cifuentes, Rosa E. Lillo +1
Even when neural networks are widely used in a large number of applications, they are still considered as black boxes and present some difficulties for dimensioning or evaluating t…