MIRAS: Model-based Reinforcement Learning for Microservice Resource Allocation over Scientific Workflows.
Zhe YangPhuong NguyenHaiming JinKlara NahrstedtPublished in: ICDCS (2019)
Keyphrases
- resource allocation
- scientific workflows
- model based reinforcement learning
- markov decision processes
- scientific data
- service oriented
- semantic annotation
- reinforcement learning
- optimal resource allocation
- web services
- resource allocation problems
- workflow systems
- file system
- multi agent
- optimal policy
- dynamic programming
- decision making
- databases