Learn What Really Matters: A Learning-to-Rank Approach for ML-based Query Optimization

Keyphrases

• Machine Learning Based 100%
• Query Optimization 100%
• Ranking Approach 100%
• Learning to Rank 100%
• Query Plan 75%
• Machine Learning 50%
• Machine Learning Models 50%
• Cost Model 50%
• Model Driven Architecture 50%
• Commercial Databases 50%
• Order of Magnitude 25%
• Learning Process 25%
• Deep Learning Methods 25%
• Training Model 25%
• Data Management System 25%
• Query Performance 25%
• Two-state 25%
• Execution Plan 25%
• Regression Model 25%
• Loss Function 25%
• Neural Network Model 25%
• Rank Metric 25%
• Extracting Features 25%
• Enumeration Algorithm 25%
• Score Function 25%
• Database Research 25%

Computer Science

• Query Optimization 100%
• Machine Learning 100%
• Learning System 100%
• Model Architecture 40%
• Learning Process 20%
• Research Community 20%
• Good Performance 20%
• Query Performance 20%
• Learning Approach 20%
• Execution Plan 20%
• Data Management System 20%
• Neural Network Model 20%
• Deep Learning Method 20%