3 papers
cs.LG2020
Dynamic Clustering in Federated Learning
Yeongwoo Kim, Ezeddin Al Hakim, Johan Haraldson +3
In the resource management of wireless networks, Federated Learning has been used to predict handovers. However, non-independent and identically distributed data degrade the accura…
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…