DBScholar

Back to papers

Beyond Equi-joins: Ranking, Enumeration and Factorization

Summary: Ranked theta-join enumeration with inequalities; top-k on acyclic full joins in O(n polylog n + k log k). On-the-fly factorized output representation; memory-efficient, fast; experiments show orders-of-magnitude speedups over state-of-the-art DB systems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h7ee0983df7ef5048
Venue
VLDB
Year
2021
Pagerank
6.0883761e-05
Overall Rank
5,506 | 63.10%
DOI
10.14778/3476249.3476306
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{tziavelis_vldb21,
        title = {{Beyond Equi-joins: Ranking, Enumeration and Factorization}},
        author = {Tziavelis, Nikolaos and Gatterbauer, Wolfgang and Riedewald, Mirek},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {11},
        pages = {2599--2612},
        doi = {10.14778/3476249.3476306},
        url = {https://doi.org/10.14778/3476249.3476306},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 36 of 36 cited papers.

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

Rank Cited Paper Year Venue Pagerank
5 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0010688884
220 An Evaluation of Non-Equijoin Algorithms 1991 VLDB 0.00024275691
318 Worst-Case Optimal Join Algorithms: Techniques, Results, and Open Problems 2018 PODS 0.00021178303
344 The Onion Technique: Indexing for Linear Optimization Queries 2000 SIGMOD 0.00020463118
419 PREFER: A System for the Efficient Execution of Multiparametric Ranked Queries 2001 SIGMOD 0.00018558415
424 On the Complexity of Database Queries (Extended Abstract) 1997 PODS 0.00018448553
505 Supporting Top-k Join Queries in Relational Databases 2003 VLDB 0.00017162373
511 Supporting Incremental Join Queries on Ranked Inputs 2001 VLDB 0.00017061618
522 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.00016893112
639 Answering Conjunctive Queries under Updates 2017 PODS 0.00015289346
731 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00014363943
819 Hypertree Decompositions: Questions and Answers 2016 PODS 0.00013623401
848 Aggregation and Ordering in Factorised Databases 2013 VLDB 0.00013463236
1,096 What do Shannon-type Inequalities, Submodular Width, and Disjunctive Datalog have to do with one another? 2017 PODS 0.00012035761
1,104 Path Problems in Temporal Graphs 2014 VLDB 0.00011963283
1,734 Beyond Worst-case Analysis for Joins with Minesweeper 2014 PODS 9.7545941e-05
1,821 Joins via Geometric Resolutions: Worst-case and Beyond 2015 PODS 9.5466386e-05
2,298 FDB: A Query Engine for Factorised Relational Databases 2012 VLDB 8.6645337e-05
2,316 On Functional Aggregate Queries with Additive Inequalities 2019 PODS 8.6404062e-05
2,526 On the Enumeration Complexity of Unions of Conjunctive Queries 2019 PODS 8.3274934e-05
2,566 Answering Top-k Queries Using Views 2006 VLDB 8.2679821e-05
2,602 Optimal Algorithms for Ranked Enumeration of Answers to Full Conjunctive Queries 2020 VLDB 8.2157154e-05
2,766 Answering (Unions of) Conjunctive Queries using Random Access and Random-Order Enumeration 2020 PODS 8.0221503e-05
2,869 Secondary-Storage Confidence Computation for Conjunctive Queries with Inequalities 2009 SIGMOD 7.9042921e-05
2,974 In-Database Learning with Sparse Tensors 2018 PODS 7.7812156e-05
3,369 F: Regression Models over Factorized Views 2016 VLDB 7.3507965e-05
4,350 Joining Interval Data in Relational Databases 2004 SIGMOD 6.6363233e-05
4,714 Tractable Orders for Direct Access to Ranked Answers of Conjunctive Queries 2021 PODS 6.4395938e-05
4,730 Optimal Join Algorithms Meet Top-k 2020 SIGMOD 6.4313418e-05
5,254 Robust and Efficient Algorithms for Rank Join Evaluation 2009 SIGMOD 6.1964074e-05
6,743 Near-Optimal Distributed Band-Joins through Recursive Partitioning 2020 SIGMOD 5.6766099e-05
7,637 Processing Top-k Join Queries 2010 VLDB 5.4630004e-05
7,769 Optimal Enumeration: Efficient Top-k Tree Matching 2015 VLDB 5.4391973e-05
8,071 Progressive Join Algorithms Considering User Preference 2021 CIDR 5.3800399e-05
8,855 Fine-Grained Complexity Analysis of Queries: From Decision to Counting and Enumeration 2020 PODS 5.2486885e-05
12,110 Factorized Graph Representations for Semi-Supervised Learning from Sparse Data 2020 SIGMOD 4.9605343e-05
Previous Page 1 / 1 Next

Semantically Similar Papers