Generalizable Resource Allocation in Stream Processing via Deep Reinforcement Learning.
Xiang NiJing LiMo YuWang ZhouKun-Lung WuPublished in: AAAI (2020)
Keyphrases
- resource allocation
- stream processing
- reinforcement learning
- stream processing systems
- data streams
- continuous queries
- data processing
- resource management
- query execution
- resource allocation problems
- query processing
- optimal resource allocation
- reinforcement learning algorithms
- streaming data
- allocation problems
- resource allocation decisions
- event processing
- learning algorithm
- resource allocation and scheduling
- stream data
- distributed resource allocation
- query optimization
- state space
- scarce resources
- efficient processing
- data sets
- historical data
- machine learning