Browsing Computer Science by OzU Authors "Alpaydın, Ahmet İbrahim Ethem"

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Distributed decision trees

Irsoy, O.; Alpaydın, Ahmet İbrahim Ethem (Springer, 2022)

In a budding tree, every node is part internal node and part leaf. This allows representing the tree in a continuous parameter space and training it with backpropagation, like a neural network. Unlike a traditional tree ...
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 ...