12 citations · 98 across the 61 of their papers we have counts for
6 papers · 1 filter
Deep Learning Based Power Control for Quality-Driven Wireless Video Transmissions
Chuang Ye, M. Cenk Gursoy, Senem Velipasalar
In this paper, wireless video transmission to multiple users under total transmission power and minimum required video quality constraints is studied. In order to provide the desir…
Actor-Critic Deep Reinforcement Learning for Dynamic Multichannel Access
Chen Zhong, Ziyang Lu, M. Cenk Gursoy +1
We consider the dynamic multichannel access problem, which can be formulated as a partially observable Markov decision process (POMDP). We first propose a model-free actor-critic d…
Learning-Based Delay-Aware Caching in Wireless D2D Caching Networks
Yi Li, Chen Zhong, M. Cenk Gursoy +1
Recently, wireless caching techniques have been studied to satisfy lower delay requirements and offload traffic from peak periods. By storing parts of the popular files at the mobi…
Autonomously and Simultaneously Refining Deep Neural Network Parameters by a Bi-Generative Adversarial Network Aided Genetic Algorithm
Yantao Lu, Burak Kakillioglu, Senem Velipasalar
The choice of parameters, and the design of the network architecture are important factors affecting the performance of deep neural networks. Genetic Algorithms (GA) have been used…
Autonomously and Simultaneously Refining Deep Neural Network Parameters by Generative Adversarial Networks
Burak Kakillioglu, Yantao Lu, Senem Velipasalar
The choice of parameters, and the design of the network architecture are important factors affecting the performance of deep neural networks. However, there has not been much work…
Power Control and Mode Selection for VBR Video Streaming in D2D Networks
Chuang Ye, M. Cenk Gursoy, Senem Velipasalar
In this paper, we investigate the problem of power control for streaming variable-bit-rate (VBR) videos in a device-to-device (D2D) wireless network. A VBR video traffic model that…