Browsing Faculty of Engineering by OzU Authors "Alpaydın, Ahmet İbrahim Ethem"

Now showing items 1-2 of 2

Dropout regularization in hierarchical mixture of experts

Alpaydın, Ahmet İbrahim Ethem (Elsevier, 2021-01-02)

Dropout is a very effective method in preventing overfitting and has become the go-to regularizer for multi-layer neural networks in recent years. Hierarchical mixture of experts is a hierarchically gated model that defines ...
Hierarchical mixtures of generators for adversarial learning

Ahmetoğlu, A.; Alpaydın, Ahmet İbrahim Ethem

Generative adversarial networks (GANs) are deep neural networks that allow us to sample from an arbitrary probability distribution without explicitly estimating the distribution. There is a generator that takes a latent ...