Deniz Gunduz
Imperial College London
596 Papers
2.3K Citations
Deniz Gunduz is an academic researcher from Imperial College London. The author has contributed to research in topics: Computer science & Communication channel. The author has an hindex of 52, co-authored 505 publications. Previous affiliations of Deniz Gunduz include Princeton University & Norwegian University of Science and Technology.
Chat about Author
Papers
Hybrid Digital-Analog Transmission for the Gaussian One-Helper Problem
Inaki Estella Aguerri,Deniz Gunduz +1 more
- 01 Dec 2010
TL;DR: A generalized hybrid digital-analog scheme is proposed, in which each user allocates its available power among the analog and digital signals and transmits a superposition of the two.
•Posted Content
Data Disclosure under Perfect Sample Privacy
TL;DR: This paper develops the principle of synergistic disclosure, in which collective properties of datasets are revealed without compromising the privacy of individual data samples, and discusses suboptimal schemes to provide sample privacy guarantees to large datasets at a reduced computational cost.
Decentralized Channel Management in WLANs with Graph Neural Networks
TL;DR: In this paper , the authors formulate the channel allocation problem as an unsupervised learning problem, parameterize the control policy of radio channels with graph neural networks (GNNs), and train GNNs with the policy gradient method in a model-free manner.
•Posted Content
A Reinforcement-Learning Approach to Proactive Caching in Wireless Networks
TL;DR: In this article, a threshold-based proactive caching scheme was proposed to minimize the long-term average energy cost of a mobile user accessing contents in a dynamic environment, where new contents are generated over time (by the user's contacts), and remain relevant to the user for random lifetimes.
Optimization of Energy Harvesting MISO Communication System With Feedback
TL;DR: In this article, the authors considered a point-to-point (p2p) multiple-input-single-output (MISO) communication system with EH constraints at both the transmitter and the receiver.