A Q-learning based auto-scaling approach for provisioning big data analysis services in cloud environments.
Shihao SongLi PanShijun LiuPublished in: Future Gener. Comput. Syst. (2024)
Keyphrases
- cloud computing
- big data
- data analysis
- service providers
- cloud platform
- middleware architecture
- computing resources
- private cloud
- service level agreements
- cloud services
- computing infrastructure
- highly dynamic
- cooperative
- reinforcement learning
- data management
- state space
- telecommunication services
- service oriented
- data center
- business intelligence
- service provisioning
- data analytics
- function approximation
- computing environments
- open systems
- learning algorithm
- computing paradigm
- dynamic environments
- data collection
- quality of service
- data processing
- knowledge discovery
- smart environments
- model free
- cloud storage
- information services
- life sciences
- service quality
- data mining
- multi agent
- web services
- machine learning
- intelligent environments
- service discovery
- service management
- learning rate
- service composition
- resource management
- home environments
- mobile applications
- dynamic programming