2 papers
cs.NE2018
Leveraging Product as an Activation Function in Deep Networks
Luke B. Godfrey, Michael S. Gashler
Product unit neural networks (PUNNs) are powerful representational models with a strong theoretical basis, but have proven to be difficult to train with gradient-based optimizers.…
cs.NE2017
A parameterized activation function for learning fuzzy logic operations in deep neural networks
Luke B. Godfrey, Michael S. Gashler
We present a deep learning architecture for learning fuzzy logic expressions. Our model uses an innovative, parameterized, differentiable activation function that can learn a numbe…