Deep Query Optimization

Summary: Introduces deep learning models for cost estimation and index selection in distributed query optimization. Early selectivity estimation results reach 97% accuracy, showing DL can learn complex cost functions for planning. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h305ed9deb67327b8
Venue: SIGMOD
Year: 2019
Pagerank: 5.1922392e-05
Overall Rank: 9,333 | 37.26%
DOI: 10.1145/3299869.3300104

Incoming Non-self Citations Over Time

Authors

1. Tin Vu (University of California Riverside)

BibTeX Citation

@inproceedings{vu_sigmod19,
        title = {{Deep Query Optimization}},
        author = {Vu, Tin},
        series = {{SIGMOD} '19},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3299869.3300104},
        url = {https://dl.acm.org/doi/10.1145/3299869.3300104},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,460	Query Processing on Tensor Computation Runtimes	2022	VLDB	8.4348335e-05
8,480	Deep Learning: Systems and Responsibility	2021	SIGMOD	5.333141e-05

Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
40	The Case for Learned Index Structures	2018	SIGMOD	0.00046284649

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	7,247	Depth Estimation for Ranking Query Optimization	2007	VLDB
2	7,417	Cardinality Estimation of Approximate Substring Queries using Deep Learning	2022	VLDB
3	4,711	Learned Index Benefits: Machine Learning Based Index Performance Estimation	2022	VLDB
4	4,741	Machine Learning for Databases	2021	VLDB
5	560	Plan-Structured Deep Neural Network Models for Query Performance Prediction	2019	VLDB
6	692	Selectivity Estimation for Range Predicates using Lightweight Models	2019	VLDB
7	3,210	Efficiently Approximating Selectivity Functions using Low Overhead Regression Models	2020	VLDB
8	8,276	Consistent and Flexible Selectivity Estimation for High-Dimensional Data	2021	SIGMOD
9	3,060	Towards a Hands-Free Query Optimizer through Deep Learning	2019	CIDR
10	1,580	Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries	2020	SIGMOD