Generalizable resource allocation in stream processing via deep reinforcement learning

Keyphrases

• Balancing Workload 20%
• Best Solution 20%
• Computational Tasks 40%
• Computing Devices 20%
• Continuous Data 20%
• Decoder 20%
• Deep Reinforcement Learning (deep RL) 100%
• Encoder-decoder 40%
• Graph Embedding 20%
• Graph Partitioning 40%
• Graph-aware 40%
• Heuristic Algorithm 20%
• Large-scale Distributed Systems 20%
• METIS 20%
• NP-complete 20%
• Optimized Solution 20%
• Process Graph 60%
• Resource Allocation 100%
• Resource Allocation Strategy 40%
• Stream Processing 100%
• Streaming System 20%
• Structural Information 20%
• System Throughput 20%
• Training Data 20%
• Unseen 20%
• Workload Distribution 20%

Computer Science

• Allocation Strategy 40%
• Computing Device 20%
• Continuous Data 20%
• Deep Reinforcement Learning 100%
• Distributed System 20%
• Graph Partition 40%
• Heuristic-Based Algorithm 20%
• Long Short-Term Memory Network 20%
• Optimized Solution 20%
• Resource Allocation 100%
• Stream Processing 100%
• Streaming System 20%
• Training Data 20%
• Workload Distribution 20%