IA2: Leveraging Instance-Aware Index Advisor with Reinforcement Learning for Diverse Workloads.
Taiyi WangEiko YonekiPublished in: EuroMLSys@EuroSys (2024)
Keyphrases
- learning problems
- reinforcement learning
- machine learning
- supervised learning
- function approximation
- state space
- markov decision processes
- database systems
- database
- temporal difference
- model free
- dynamic programming
- reinforcement learning algorithms
- index structure
- robotic control
- real world
- reinforcement learning methods
- multidimensional index structures
- optimal control
- wide variety
- real time
- access patterns
- b tree
- optimal policy
- indexing method
- function approximators
- temporal difference learning
- multi agent
- clustering algorithm