Browsing Araştırma Çıktıları | Web of Science İndeksli Yayınlar Koleksiyonu by Author "0000-0001-7323-6864"

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Differential convolutional neural network

Sarıgül, Mehmet; Özyıldırım, Buse Melis; Avcı, Mutlu (Elsevier, 2019)

Convolutional neural networks with strong representation ability of deep structures have ever increasing popularity in many research areas. The main difference of Convolutional Neural Networks with respect to existing ...
Performance Comparision of Different Momentum Techniques on Deep Reinforcement Learning

Sarıgül, Mehmet; Avcı, Mutlu (Institute of Electrical and Electronics Engineers Inc., 2017)

Increase in popularity of deep convolutional neural networks in many different areas leads to increase in the use of these networks in reinforcement learning. Training a huge deep neural network structure by using simple ...
Q Learning Regression Neural Network

Sarıgül, Mehmet; Avcı, Mutlu (Neural Network World, 2018)

In this work, a Nadaraya-Watson kernel based learning system which owns general regression neural network topology is adapted to Q learning method to evaluate a quick and efficient action selection policy for reinforcement ...