Caching popularity-unknown contents for massive communication channels via deep Q-learning.
Qingshan ChenFasheng ZhouDong TangGaofei HuangShiwei LaiPublished in: Phys. Commun. (2023)
Keyphrases
- communication channels
- reinforcement learning
- cooperative
- multi agent
- learning algorithm
- function approximation
- database
- stochastic approximation
- data sets
- web content
- data analysis
- optimal policy
- multimedia
- action selection
- reinforcement learning algorithms
- deep learning
- temporal difference learning
- consistency maintenance
- cache replacement
- semantic caching
- hit ratio
- multi agent reinforcement learning
- potential field
- machine learning
- e learning
- learning rate
- metadata
- state space