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Ed-Join: An Efficient Algorithm for Similarity Joins With Edit Distance Constraints

Summary: Ed-Join reframes edit-distance similarity joins around mismatching, rather than matching, q-grams. It derives location- and content-aware lower bounds and uses them for stronger candidate filtering, substantially outperforming prior methods on large real datasets. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
9917
Venue
VLDB
Year
2008
Pagerank
0.00013283031
Overall Rank
911 | 93.76%
DOI
10.14778/1454159.1454260

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{xiao_vldb08,
        title = {{Ed-Join: An Efficient Algorithm for Similarity Joins With Edit Distance Constraints}},
        author = {Xiao, Chuan and Wang, Wei and Lin, Xuemin},
        journal = {PVLDB},
        series = {{VLDB} '08},
        volume = {1},
        number = {1},
        pages = {933--944},
        doi = {10.14778/1454159.1454260},
        url = {https://doi.org/10.14778/1454159.1454260},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
356 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00020303289
975 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012870645
1,643 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 0.00010134956
1,701 Extending Autocompletion To Tolerate Errors 2009 SIGMOD 9.9707165e-05
1,886 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 9.5358137e-05
2,036 Bed-Tree: An All-Purpose Index Structure for String Similarity Search Based on Edit Distance 2010 SIGMOD 9.2782094e-05
2,186 String Similarity Joins: An Experimental Evaluation 2014 VLDB 9.0001436e-05
3,193 Efficient Exact Edit Similarity Query Processing with the Asymmetric Signature Scheme 2011 SIGMOD 7.649474e-05
3,446 Efficient Approximate Entity Extraction with Edit Distance Constraints 2009 SIGMOD 7.4087786e-05
3,731 Trie-Join: Efficient Trie-based String Similarity Joins with Edit-Distance Constraints 2010 VLDB 7.1663952e-05
4,396 Approximate String Joins with Abbreviations 2018 VLDB 6.7268636e-05
4,743 Probabilistic String Similarity Joins 2010 SIGMOD 6.5268783e-05
5,071 Fast Subtrajectory Similarity Search in Road Networks under Weighted Edit Distance Constraints 2020 VLDB 6.3761034e-05
5,412 Faerie: Efficient Filtering Algorithms for Approximate Dictionary-based Entity Extraction 2011 SIGMOD 6.2272563e-05
5,667 Efficient Approximate Search on String Collections (Tutorial) 2009 VLDB 6.1279762e-05
5,726 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.1079184e-05
6,484 A Pivotal Prefix Based Filtering Algorithm for String Similarity Search 2014 SIGMOD 5.8665833e-05
6,708 Serving Deep Learning Models with Deduplication from Relational Databases 2022 VLDB 5.7964983e-05
6,906 Efficient Similarity Join and Search on Multi-Attribute Data 2015 SIGMOD 5.7418509e-05
7,152 Boosting Graph Similarity Search through Pre-Computation 2021 SIGMOD 5.6872619e-05
7,476 SyncSignature: A Simple, Efficient, Parallelizable Framework for Tree Similarity Joins 2023 VLDB 5.6090634e-05
7,493 Human-in-the-loop Data Integration 2017 VLDB 5.6046905e-05
7,575 Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases 2013 VLDB 5.5937684e-05
7,715 Cache-oblivious High-performance Similarity Join 2019 SIGMOD 5.5606224e-05
7,745 Near-Duplicate Text Alignment with One Permutation Hashing 2024 SIGMOD 5.5534781e-05
8,908 Privacy and Accuracy-Aware AI/ML Model Deduplication 2025 SIGMOD 5.3483178e-05
9,088 Comparative evaluation of entity resolution approaches with FEVER 2009 VLDB 5.3251649e-05
9,705 META: An Efficient Matching-Based Method for Error-Tolerant Autocompletion 2016 VLDB 5.2351259e-05
9,979 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.1845938e-05
10,085 Local Filtering: Improving the Performance of Approximate Queries on String Collections 2015 SIGMOD 5.1559617e-05
10,359 DiskJoin: Large-scale Vector Similarity Join with SSD 2026 SIGMOD 5.093636e-05
10,951 Extensible and Robust Evaluation of Similarity Queries 2025 VLDB 5.093636e-05
11,149 Similarity Joins of Sparse Features 2024 SIGMOD 5.093636e-05
11,293 Dealing with Acronyms, Abbreviations, and Typos in Real-World Entity Matching 2024 VLDB 5.093636e-05
11,504 TokenJoin: Efficient Filtering for Set Similarity Join with Maximum Weighted Bipartite Matching 2023 VLDB 5.093636e-05
11,929 ZigZag: Supporting Similarity Queries on Vector Space Models 2018 SIGMOD 5.093636e-05
12,177 Similarity Joins for Uncertain Strings 2014 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank Cited Paper Year Venue Pagerank
21 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00056760516
107 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.00033511706
169 Efficient Exact Set-Similarity Joins 2006 VLDB 0.0002743469
200 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025597287
1,040 VGRAM: Improving Performance of Approximate Queries on String Collections Using Variable-Length Grams 2007 VLDB 0.00012466499
1,151 Set Containment Joins: The Good, The Bad and The Ugly 2000 VLDB 0.00011938186
1,560 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.00010361222
1,568 Evaluation of Main Memory Join Algorithms for Joins with Subset Join Predicates 1997 VLDB 0.0001034191
1,592 Efficient Processing of Joins on Set-valued Attributes 2003 SIGMOD 0.00010253457
1,993 Epsilon Grid Order: An Algorithm for the Similarity Join on Massive High-Dimensional Data 2001 SIGMOD 9.3421788e-05
2,899 Extending Q-Grams to Estimate Selectivity of String Matching with Low Edit Distance 2007 VLDB 7.97814e-05
3,356 Benchmarking Declarative Approximate Selection Predicates 2007 SIGMOD 7.490881e-05
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