DataFarm: Farm Your ML-based Query Optimizer's Food! - Human-Guided Training Data Generation -.
Robin Van De WaterFrancesco VenturaZoi KaoudiJorge-Arnulfo Quiané-RuizVolker MarklPublished in: CIDR (2022)
Keyphrases
- data generation
- query optimizer
- query optimization
- database systems
- data streams
- active learning
- training set
- query execution
- database management systems
- cost model
- object oriented databases
- continuous queries
- streaming data
- training process
- optimization process
- machine learning
- high throughput
- query processing
- training examples
- semi supervised learning
- materialized views
- object oriented
- nearest neighbor
- learning algorithm
- database