Indexer++: workload-aware online index tuning with transformers and reinforcement learning.
Vishal SharmaCurtis E. DyresonPublished in: SAC (2022)
Keyphrases
- index selection
- reinforcement learning
- physical design
- online learning
- function approximation
- real time
- balancing exploration and exploitation
- multi agent
- response time
- markov decision processes
- optimal policy
- online environment
- reinforcement learning algorithms
- model free
- indexing techniques
- parameter settings
- index structure
- nearest neighbor
- state space
- dynamic programming
- database systems
- machine learning