LBANN  0.103.0
LivermoreBigArtificialNeuralNetworkToolkit
lbann::selu_layer Class Reference

Scaled exponential rectified linear unit. More...

#include <activations.hpp>

Detailed Description

Scaled exponential rectified linear unit.

\[ \text{SELU}(x) = \begin{cases} s x & x > 0 \\ s \alpha (e^x - 1) & x \leq 0 \end{cases} \]

with $\alpha \approx 1.67$ and $s \approx 1.05$. Note that SELU is equivalent to $ s \, \text{ELU}(x;\alpha) $. See:

Gunter Klambauer, Thomas Unterthiner, Andreas Mayr, and Sepp Hochreiter. "Self-normalizing neural networks." In Advances in Neural Information Processing Systems, pp. 971-980. 2017.


The documentation for this class was generated from the following file: