Fast Reinforcement Learning Algorithms for Resource Allocation in Data Centers.
Yuang JiangMurali S. KodialamT. V. LakshmanSarit MukherjeeLeandros TassiulasPublished in: Networking (2020)
Keyphrases
- resource allocation
- data center
- reinforcement learning algorithms
- reinforcement learning
- cloud computing
- model free
- state space
- markov decision processes
- reinforcement learning problems
- temporal difference
- resource allocation problems
- resource management
- energy consumption
- energy efficiency
- virtual machine
- learning algorithm
- power consumption
- cost effective
- function approximation
- reward function
- game theory
- allocation problems
- dynamic environments
- optimal resource allocation
- random walk
- decision making
- resource allocation decisions
- combinatorial auctions
- computing resources
- cooperative
- machine learning