Generalizable Resource Allocation in Stream Processing via Deep Reinforcement Learning.
Xiang NiJing LiMo YuWang ZhouKun-Lung WuPublished in: CoRR (2019)
Keyphrases
- resource allocation
- stream processing
- reinforcement learning
- data processing
- data streams
- continuous queries
- stream processing systems
- resource management
- resource allocation problems
- optimal resource allocation
- query processing
- state space
- learning algorithm
- allocation problems
- query execution
- machine learning
- data flow
- streaming data
- optimal policy
- reinforcement learning algorithms
- stream data
- event processing
- resource allocation and scheduling
- network traffic
- multi agent
- scarce resources
- decision making
- databases