3 papers
cs.LG2020
A Safe Reinforcement Learning Architecture for Antenna Tilt Optimisation
Erik Aumayr, Saman Feghhi, Filippo Vannella +2
Safe interaction with the environment is one of the most challenging aspects of Reinforcement Learning (RL) when applied to real-world problems. This is particularly important when…
cs.LG2020
Remote Electrical Tilt Optimization via Safe Reinforcement Learning
Filippo Vannella, Grigorios Iakovidis, Ezeddin Al Hakim +2
Remote Electrical Tilt (RET) optimization is an efficient method for adjusting the vertical tilt angle of Base Stations (BSs) antennas in order to optimize Key Performance Indicato…
cs.NI2016
Proportional Fair Rate Allocation for Private Shared Networks
Saman Feghhi, Douglas J. Leith, Mohammad Karzand
In this paper, we consider fair privacy in a shared network subject to traffic analysis attacks by an eavesdropper. We initiate the study of the joint trade-off between privacy, th…