Aff {nnR} | R Documentation |
Aff
Description
The function that returns \mathsf{Aff}
neural networks.
Usage
Aff(W, b)
Arguments
W |
An |
b |
An |
Value
Returns the network ((W,b))
representing an affine neural network. Also
denoted as \mathsf{Aff}_{W,b}
See also Cpy
and Sum
.
References
Definition 2.3.1. Jentzen, A., Kuckuck, B., and von Wurstemberger, P. (2023). Mathematical introduction to deep learning: Methods, implementations, and theory. https://arxiv.org/abs/2310.20360
And especially:
Definition 2.8. Rafi S., Padgett, J.L., Nakarmi, U. (2024) Towards an Algebraic Framework For Approximating Functions Using Neural Network Polynomials https://arxiv.org/abs/2402.01058
Examples
Aff(4, 5)
c(5, 6, 7, 8, 9, 10) |>
matrix(2, 3) |>
Aff(5)
[Package nnR version 0.1.0 Index]