Learning Power Control from a Fixed Batch of Data

no code implementations • 5 Aug 2020 • Mohammad G. Khoshkholgh, Halim Yanikomeroglu

We address how to exploit power control data, gathered from a monitored environment, for performing power control in an unexplored environment.

reinforcement-learning Reinforcement Learning (RL)

Faded-Experience Trust Region Policy Optimization for Model-Free Power Allocation in Interference Channel

no code implementations • 4 Aug 2020 • Mohammad G. Khoshkholgh, Halim Yanikomeroglu

Policy gradient reinforcement learning techniques enable an agent to directly learn an optimal action policy through the interactions with the environment.

Decision Making reinforcement-learning +1