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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
9212
Venue
VLDB
Year
2003
Pagerank
0.00017220967
Overall Rank
509 | 96.51%
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 51 citing papers.

Rank Citing Paper Year Venue Pagerank
410 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.0001890421
930 SPARK: Top-k Keyword Query in Relational Databases 2007 SIGMOD 0.0001312728
973 RankSQL: Query Algebra and Optimization for Relational Top-k Queries 2005 SIGMOD 0.00012874284
1,101 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012168934
1,303 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.0001123653
1,513 Continuous Monitoring of Top-k Queries over Sliding Windows 2006 SIGMOD 0.00010530872
1,759 Rank-aware Query Optimization 2004 SIGMOD 9.8160244e-05
1,967 IO-Top-k: Index-access Optimized Top-k Query Processing 2006 VLDB 9.3804693e-05
1,969 PIQL: Success-Tolerant Query Processing in the Cloud 2012 VLDB 9.3749819e-05
2,211 Relational link-based ranking 2004 VLDB 8.9422791e-05
2,359 Integrating DB and IR Technologies: What is the Sound of One Hand Clapping? * 2005 CIDR 8.698016e-05
2,525 Answering Top-k Queries Using Views 2006 VLDB 8.4653166e-05
2,571 Ranking with Uncertain Scoring Functions: Semantics and Sensitivity Measures 2011 SIGMOD 8.4029939e-05
2,585 Evaluating Rank Joins with Optimal Cost 2008 PODS 8.3774452e-05
2,745 Optimal Algorithms for Ranked Enumeration of Answers to Full Conjunctive Queries 2020 VLDB 8.1747954e-05
2,832 Expressive and Flexible Access to Web-Extracted Data: A Keyword-based Structured Query Language 2010 SIGMOD 8.0783003e-05
3,706 Supporting Ad-hoc Ranking Aggregates 2006 SIGMOD 7.1819534e-05
4,910 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 6.4484207e-05
5,138 Robust and Efficient Algorithms for Rank Join Evaluation 2009 SIGMOD 6.3495536e-05
5,593 Beyond Equi-joins: Ranking, Enumeration and Factorization 2021 VLDB 6.1552328e-05
5,601 Optimal Join Algorithms Meet Top-k 2020 SIGMOD 6.1540123e-05
5,640 Proximity Rank Join 2010 VLDB 6.1384844e-05
5,663 Early Hash Join: A Configurable Algorithm for the Efficient and Early Production of Join Results 2005 VLDB 6.1298345e-05
5,801 Query Processing over Incomplete Autonomous Databases 2007 VLDB 6.0850704e-05
5,862 RankSQL: Supporting Ranking Queries in Relational Database Management Systems 2005 VLDB 6.0635561e-05
5,863 Supporting Time-Constrained SQL Queries in Oracle 2007 VLDB 6.0626421e-05
6,374 Ranking Objects by Exploiting Relationships: Computing Top-K over Aggregation 2006 SIGMOD 5.8945632e-05
6,815 Supporting Ranking and Clustering as Generalized Order-By and Group-By 2007 SIGMOD 5.7652375e-05
6,890 CHIC: A Combination-based Recommendation System 2013 SIGMOD 5.744811e-05
7,123 Depth Estimation for Ranking Query Optimization 2007 VLDB 5.6966694e-05
7,185 Anytime Measures for Top-k Algorithms 2007 VLDB 5.6779179e-05
7,202 Sum-Max Monotonic Ranked Joins for Evaluating Top-K Twig Queries on Weighted Data Graphs 2007 VLDB 5.6755422e-05
7,404 Determining the Relative Accuracy of Attributes 2013 SIGMOD 5.6246845e-05
7,550 Processing Top-k Join Queries 2010 VLDB 5.6011318e-05
7,584 Database Support for Matching: Limitations and Opportunities 2006 SIGMOD 5.5913983e-05
7,670 Sharing Work in Keyword Search over Databases 2011 SIGMOD 5.5709469e-05
7,703 Constrained Optimalities in Query Personalization 2005 SIGMOD 5.5646066e-05
7,806 Computing Immutable Regions for Subspace Top-k Queries 2013 VLDB 5.5407909e-05
8,024 Progressive Join Algorithms Considering User Preference 2021 CIDR 5.5052493e-05
8,071 An Incremental Algorithm for Computing Ranked Full Disjunctions 2005 PODS 5.4935818e-05
8,133 Evaluating Top-k Queries with Inconsistency Degrees 2020 VLDB 5.4813895e-05
8,894 Distributed Evaluation of Top-k Temporal Joins 2016 SIGMOD 5.3504579e-05
9,497 Rank Join Queries in NoSQL Databases 2014 VLDB 5.2608378e-05
9,961 Threshold Queries in Theory and in the Wild 2022 VLDB 5.1879626e-05
11,183 Relational Algorithms for Top-k Query Evaluation 2024 SIGMOD 5.093636e-05
12,000 A Declarative Query Processing System for Nowcasting 2017 VLDB 5.093636e-05
12,369 Score-Consistent Algebraic Optimization of Full-Text Search Queries with GRAFT 2011 SIGMOD 5.093636e-05
12,386 Efficient Rank Join with Aggregation Constraints 2011 VLDB 5.093636e-05
12,427 Finding Maximum Degrees in Hidden Bipartite Graphs 2010 SIGMOD 5.093636e-05
12,475 Building Ranked Mashups of Unstructured Sources with Uncertain Information 2010 VLDB 5.093636e-05
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