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Supporting Top-k Join Queries in Relational Databases

Summary: Rank-join algorithm exploits input orders to produce top-k join results under a user-specified score, ranking during join. Two nonblocking, ripple-join-based operators are integrated in pipelines; a PREDATOR prototype demonstrates superior performance. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hbc50a430fcb20b42
Venue
VLDB
Year
2003
Pagerank
0.00017162373
Overall Rank
505 | 96.62%
DOI
10.1016/B978-012722442-8/50072-0

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{ilyas_vldb03,
        title = {{Supporting Top-k Join Queries in Relational Databases}},
        author = {Ilyas, Ihab F. and Aref, Walid G. and Elmagarmid, Ahmed K.},
        journal = {PVLDB},
        series = {{VLDB} '03},
        doi = {10.1016/B978-012722442-8/50072-0},
        url = {https://doi.org/10.1016/B978-012722442-8/50072-0},
        year = {2003}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 52 citing papers.

Rank Citing Paper Year Venue Pagerank
395 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00019125046
941 RankSQL: Query Algebra and Optimization for Relational Top-k Queries 2005 SIGMOD 0.00012938573
947 SPARK: Top-k Keyword Query in Relational Databases 2007 SIGMOD 0.00012910239
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012008783
1,268 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011243615
1,447 Continuous Monitoring of Top-k Queries over Sliding Windows 2006 SIGMOD 0.00010604169
1,712 Rank-aware Query Optimization 2004 SIGMOD 9.7961248e-05
2,018 PIQL: Success-Tolerant Query Processing in the Cloud 2012 VLDB 9.1687512e-05
2,019 IO-Top-k: Index-access Optimized Top-k Query Processing 2006 VLDB 9.1666472e-05
2,264 Relational link-based ranking 2004 VLDB 8.7252155e-05
2,406 Integrating DB and IR Technologies: What is the Sound of One Hand Clapping? * 2005 CIDR 8.4962449e-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
2,625 Evaluating Rank Joins with Optimal Cost 2008 PODS 8.1948138e-05
2,628 Ranking with Uncertain Scoring Functions: Semantics and Sensitivity Measures 2011 SIGMOD 8.1859431e-05
2,876 Expressive and Flexible Access to Web-Extracted Data: A Keyword-based Structured Query Language 2010 SIGMOD 7.896713e-05
3,793 Supporting Ad-hoc Ranking Aggregates 2006 SIGMOD 6.9967739e-05
4,730 Optimal Join Algorithms Meet Top-k 2020 SIGMOD 6.4313418e-05
5,054 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 6.2842233e-05
5,254 Robust and Efficient Algorithms for Rank Join Evaluation 2009 SIGMOD 6.1964074e-05
5,473 Early Hash Join: A Configurable Algorithm for the Efficient and Early Production of Join Results 2005 VLDB 6.1015044e-05
5,506 Beyond Equi-joins: Ranking, Enumeration and Factorization 2021 VLDB 6.0883761e-05
5,783 Proximity Rank Join 2010 VLDB 5.9780797e-05
5,922 Query Processing over Incomplete Autonomous Databases 2007 VLDB 5.9284185e-05
5,954 RankSQL: Supporting Ranking Queries in Relational Database Management Systems 2005 VLDB 5.9176407e-05
5,994 Supporting Time-Constrained SQL Queries in Oracle 2007 VLDB 5.9045522e-05
6,517 Ranking Objects by Exploiting Relationships: Computing Top-K over Aggregation 2006 SIGMOD 5.7425601e-05
6,970 Supporting Ranking and Clustering as Generalized Order-By and Group-By 2007 SIGMOD 5.6152718e-05
7,057 CHIC: A Combination-based Recommendation System 2013 SIGMOD 5.5946935e-05
7,266 Depth Estimation for Ranking Query Optimization 2007 VLDB 5.55407e-05
7,348 Anytime Measures for Top-k Algorithms 2007 VLDB 5.5302579e-05
7,362 Sum-Max Monotonic Ranked Joins for Evaluating Top-K Twig Queries on Weighted Data Graphs 2007 VLDB 5.5281595e-05
7,564 Determining the Relative Accuracy of Attributes 2013 SIGMOD 5.4778461e-05
7,637 Processing Top-k Join Queries 2010 VLDB 5.4630004e-05
7,747 Database Support for Matching: Limitations and Opportunities 2006 SIGMOD 5.4453266e-05
7,846 Sharing Work in Keyword Search over Databases 2011 SIGMOD 5.4254046e-05
7,875 Constrained Optimalities in Query Personalization 2005 SIGMOD 5.4194386e-05
7,981 Computing Immutable Regions for Subspace Top-k Queries 2013 VLDB 5.3964641e-05
8,071 Progressive Join Algorithms Considering User Preference 2021 CIDR 5.3800399e-05
8,084 Evaluating Top-k Queries with Inconsistency Degrees 2020 VLDB 5.3751435e-05
8,259 An Incremental Algorithm for Computing Ranked Full Disjunctions 2005 PODS 5.351182e-05
9,080 Distributed Evaluation of Top-k Temporal Joins 2016 SIGMOD 5.2106452e-05
9,717 Rank Join Queries in NoSQL Databases 2014 VLDB 5.1233669e-05
10,192 Threshold Queries in Theory and in the Wild 2022 VLDB 5.052396e-05
10,408 SCOUT: Coupling-Free Bounds for Trillion-Scale Top-k Retrieval in Sparse Tensor Factorization 2027 SIGMOD 4.9605343e-05
11,581 Relational Algorithms for Top-k Query Evaluation 2024 SIGMOD 4.9605343e-05
12,346 A Declarative Query Processing System for Nowcasting 2017 VLDB 4.9605343e-05
12,709 Score-Consistent Algebraic Optimization of Full-Text Search Queries with GRAFT 2011 SIGMOD 4.9605343e-05
12,726 Efficient Rank Join with Aggregation Constraints 2011 VLDB 4.9605343e-05
12,767 Finding Maximum Degrees in Hidden Bipartite Graphs 2010 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

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