382 citations · 850 across the 10 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
cs.DB2019★ 382 cited
Neo: A Learned Query Optimizer
Ryan Marcus, Parimarjan Negi, Hongzi Mao +5
Query optimization is one of the most challenging problems in database systems. Despite the progress made over the past decades, query optimizers remain extremely complex component…
cs.DB2019★ 137 cited
Plan-Structured Deep Neural Network Models for Query Performance Prediction
Ryan Marcus, Olga Papaemmanouil
Query performance prediction, the task of predicting the latency of a query, is one of the most challenging problem in database management systems. Existing approaches rely on feat…
cs.DB2019★ 2 cited
Flexible Operator Embeddings via Deep Learning
Ryan Marcus, Olga Papaemmanouil
Integrating machine learning into the internals of database management systems requires significant feature engineering, a human effort-intensive process to determine the best way…