DBScholar

Back to papers

Extensible and Robust Evaluation of Similarity Queries

Summary: Fast, a similarity-join system, introduces "reductions" that map complex domains/distance functions into simpler ones and builds a reduction graph to enumerate extensible query plans. Using runtime partitioning and sampling-based plan selection (no cost models), plus hybrid index-on-the-fly and caching, Fast robustly attains near-optimal performance across datasets and distance functions. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14195
Venue
VLDB
Year
2025
Pagerank
5.093636e-05
Overall Rank
10,951 | 24.87%
DOI
10.14778/3749646.3749660

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

BibTeX Citation

@article{schmitt_vldb25,
        title = {{Extensible and Robust Evaluation of Similarity Queries}},
        author = {Schmitt, Daniel and Hütter, Thomas and Augsten, Nikolaus},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {11},
        pages = {3868--3882},
        doi = {10.14778/3749646.3749660},
        url = {https://doi.org/10.14778/3749646.3749660},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank Citing Paper Year Venue Pagerank
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

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

Rank Cited Paper Year Venue Pagerank
53 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00041071971
107 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.00033511706
169 Efficient Exact Set-Similarity Joins 2006 VLDB 0.0002743469
649 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015320656
911 Ed-Join: An Efficient Algorithm for Similarity Joins With Edit Distance Constraints 2008 VLDB 0.00013283031
975 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012870645
1,712 SkinnerDB: Regret-Bounded Query Evaluation via Reinforcement Learning 2019 SIGMOD 9.9492299e-05
1,886 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 9.5358137e-05
1,993 Epsilon Grid Order: An Algorithm for the Similarity Join on Massive High-Dimensional Data 2001 SIGMOD 9.3421788e-05
2,041 Combining Quantitative and Logical Data Cleaning 2016 VLDB 9.2692538e-05
2,186 String Similarity Joins: An Experimental Evaluation 2014 VLDB 9.0001436e-05
2,501 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 8.4975661e-05
2,699 Approximate XML Joins 2002 SIGMOD 8.2433011e-05
3,040 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.8262287e-05
3,041 Spatio-Textual Similarity Joins 2013 VLDB 7.8254399e-05
3,047 Similarity Evaluation on Tree-structured Data 2005 SIGMOD 7.8155543e-05
3,193 Efficient Exact Edit Similarity Query Processing with the Asymmetric Signature Scheme 2011 SIGMOD 7.649474e-05
3,474 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 7.3859271e-05
3,724 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 7.1715735e-05
4,566 Approximate Matching of Hierarchical Data Using pq-Grams 2005 VLDB 6.6275286e-05
4,617 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.604437e-05
5,011 Monotonic Cardinality Estimation of Similarity Selection: A Deep Learning Approach 2020 SIGMOD 6.4020848e-05
5,726 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.1079184e-05
6,014 Scaling Similarity Joins over Tree-Structured Data 2015 VLDB 6.0084322e-05
6,290 Dima: A Distributed In-Memory Similarity-Based Query Processing System 2017 VLDB 5.9253163e-05
7,476 SyncSignature: A Simple, Efficient, Parallelizable Framework for Tree Similarity Joins 2023 VLDB 5.6090634e-05
8,508 JEDI: These aren't the JSON documents you're looking for... 2022 SIGMOD 5.4123872e-05
9,979 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.1845938e-05
9,980 SIREN: A Similarity Retrieval Engine for Complex Data 2006 VLDB 5.1845938e-05
11,447 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB 5.093636e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 7,715 Cache-oblivious High-performance Similarity Join 2019 SIGMOD
2 5,364 Fast Join Project Query Evaluation using Matrix Multiplication 2020 SIGMOD
3 2,035 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB
4 11,149 Similarity Joins of Sparse Features 2024 SIGMOD
5 975 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD
6 6,906 Efficient Similarity Join and Search on Multi-Attribute Data 2015 SIGMOD
7 2,462 Output-optimal Parallel Algorithms for Similarity Joins 2017 PODS
8 3,040 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB
9 200 Efficient set joins on similarity predicates 2004 SIGMOD
10 9,052 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD