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Approximate String Joins in a Database (Almost) for Free

Summary: Proposes approximate string joins on commercial DBs via q-grams; encodes match positions and counts, rewriting the predicate as a relational expression. Shows gains vs UDFs for full-string and substring joins; validated on real data and a prototype. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8774
Venue
VLDB
Year
2001
Pagerank
0.00044946098
Overall Rank
125 | 99.14%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 77 citing papers.

Rank Citing Paper Year Venue Pagerank
155 Robust and Efficient Fuzzy Match for Online Data Cleaning 2003 SIGMOD 0.00040666376
198 Declarative Data Cleaning: Language, Model, and Algorithms 2001 VLDB 0.0003505869
248 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030888982
251 Robust and Fast Similarity Search for Moving Object Trajectories 2005 SIGMOD 0.00030589775
264 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029950264
279 Eliminating Fuzzy Duplicates in Data Warehouses 2002 VLDB 0.00029141798
442 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00023095823
481 Mining Database Structure; Or, How to Build a Data Quality Browser 2002 SIGMOD 0.000221538
507 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021474096
1,203 VGRAM: Improving Performance of Approximate Queries on String Collections Using Variable-Length Grams 2007 VLDB 0.00013317317
1,232 Ed-Join: An Efficient Algorithm for Similarity Joins With Edit Distance Constraints 2008 VLDB 0.00013133604
1,396 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012215253
1,398 Structured Querying of Web Text: A Technical Challenge 2007 CIDR 0.00012201166
1,530 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.00011483613
2,077 Extending Autocompletion To Tolerate Errors 2009 SIGMOD 9.6038296e-05
2,196 Cost-Based Variable-Length-Gram Selection for String Collections to Support Approximate Queries Efficiently 2008 SIGMOD 9.318552e-05
2,387 Bed-Tree: An All-Purpose Index Structure for String Similarity Search Based on Edit Distance 2010 SIGMOD 8.9075095e-05
2,449 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.7909961e-05
2,588 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 8.4872437e-05
2,729 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.2175463e-05
2,779 Hashed Samples: Selectivity Estimators For Set Similarity Selection Queries 2008 VLDB 8.1314377e-05
2,786 Approximate XML Joins 2002 SIGMOD 8.1223413e-05
3,057 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.6458287e-05
3,206 Similarity Evaluation on Tree-structured Data 2005 SIGMOD 7.3855924e-05
3,229 Extending Q-Grams to Estimate Selectivity of String Matching with Low Edit Distance 2007 VLDB 7.3390133e-05
3,258 Benchmarking Declarative Approximate Selection Predicates 2007 SIGMOD 7.3129307e-05
3,294 Spatio-Textual Similarity Joins 2013 VLDB 7.2590482e-05
3,521 Merging the Results of Approximate Match Operations 2004 VLDB 7.0112669e-05
3,583 Efficient Approximate Entity Extraction with Edit Distance Constraints 2009 SIGMOD 6.944299e-05
3,779 Efficient Exact Edit Similarity Query Processing with the Asymmetric Signature Scheme 2011 SIGMOD 6.7709545e-05
3,869 An Efficient Filter for Approximate Membership Checking 2008 SIGMOD 6.6776679e-05
3,951 BLAST: a Loosely Schema-aware Meta-blocking Approach for Entity Resolution 2016 VLDB 6.5919471e-05
4,215 Trie-Join: Efficient Trie-based String Similarity Joins with Edit-Distance Constraints 2010 VLDB 6.3464157e-05
4,397 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.2142485e-05
4,402 Approximate Matching of Hierarchical Data Using pq-Grams 2005 VLDB 6.2086707e-05
4,432 Sampling Dirty Data for Matching Attributes 2010 SIGMOD 6.1858589e-05
4,433 Selectivity Estimation for Fuzzy String Predicates in Large Data Sets 2005 VLDB 6.1852739e-05
4,682 Approximate String Joins with Abbreviations 2018 VLDB 5.9949001e-05
4,781 SEAL: Spatio-Textual Similarity Search 2012 VLDB 5.9245435e-05
4,878 Incremental Maintenance of Length Normalized Indexes for Approximate String Matching 2009 SIGMOD 5.8537044e-05
4,907 Probabilistic String Similarity Joins 2010 SIGMOD 5.8365853e-05
4,965 BEER: Blocking for Effective Entity Resolution 2021 SIGMOD 5.7951166e-05
4,967 Supervised Meta-blocking 2014 VLDB 5.7939544e-05
5,071 Faerie: Efficient Filtering Algorithms for Approximate Dictionary-based Entity Extraction 2011 SIGMOD 5.7122974e-05
5,152 String Similarity Measures and Joins with Synonyms 2013 SIGMOD 5.6550754e-05
5,219 Schema-agnostic vs Schema-based Configurations for Blocking Methods on Homogeneous Data 2016 VLDB 5.6196254e-05
5,297 Fast Subtrajectory Similarity Search in Road Networks under Weighted Edit Distance Constraints 2020 VLDB 5.5772847e-05
5,544 On Indexing Error-Tolerant Set Containment 2010 SIGMOD 5.4481372e-05
5,805 Discovering Related Data At Scale 2021 VLDB 5.3197639e-05
5,892 Efficient Approximate Search on String Collections (Tutorial) 2009 VLDB 5.2829767e-05
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Outgoing Citations (Sorted by Pagerank)

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

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