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Bayesian Locality Sensitive Hashing for Fast Similarity Search

Summary: BayesLSH prunes false positives and refines similarity after LSH. BayesLSH-Lite computes exact similarities; offers probabilistic accuracy/recall guarantees, tunable output without fixed hash counts, and 2x-20x speedups versus AllPairs/LSH. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h1f03ea3a460e22ca
Venue
VLDB
Year
2012
Pagerank
0.00012643446
Overall Rank
990 | 93.35%
DOI
10.14778/2140436.2140440

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{satuluri_vldb12,
        title = {{Bayesian Locality Sensitive Hashing for Fast Similarity Search}},
        author = {Satuluri, Venu and Parthasarathy, Srinivasan},
        journal = {PVLDB},
        series = {{VLDB} '12},
        volume = {5},
        number = {5},
        pages = {430--441},
        doi = {10.14778/2140436.2140440},
        url = {https://doi.org/10.14778/2140436.2140440},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
562 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00016350316
1,481 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 0.00010535847
1,527 LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index 2016 SIGMOD 0.00010350688
1,600 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 0.00010111099
2,223 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.8105347e-05
2,501 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 8.3781962e-05
2,513 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 8.3640659e-05
2,577 ClusterJoin: A Similarity Joins Framework using Map-Reduce 2014 VLDB 8.2699584e-05
2,923 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.8482459e-05
3,350 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 7.3875743e-05
3,598 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 7.1756405e-05
3,612 LEMP: Fast Retrieval of Large Entries in a Matrix Product 2015 SIGMOD 7.1599588e-05
3,811 On the Complexity of Inner Product Similarity Join 2016 PODS 7.0061203e-05
4,147 Local Similarity Search for Unstructured Text 2016 SIGMOD 6.7771533e-05
4,573 SILKMOTH: An Efficient Method for Finding Related Sets with Maximum Matching Constraints 2017 VLDB 6.5257221e-05
4,852 Neighbor-Sensitive Hashing 2016 VLDB 6.3776281e-05
5,449 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.123954e-05
6,400 Human-in-the-loop Data Integration 2017 VLDB 5.7962311e-05
7,837 Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts 2021 SIGMOD 5.4410891e-05
9,096 Multivariate Correlations Discovery in Static and Streaming Data 2022 VLDB 5.2258409e-05
9,136 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.2213971e-05
9,225 Chasing Similarity: Distribution-aware Aggregation Scheduling 2019 VLDB 5.2032183e-05
9,746 LES3: Learning-based Exact Set Similarity Search 2021 VLDB 5.1325223e-05
11,819 TokenJoin: Efficient Filtering for Set Similarity Join with Maximum Weighted Bipartite Matching 2023 VLDB 4.9769913e-05
12,041 MP-RW-LSH: An Efficient Multi-Probe LSH Solution to ANNS-L1 2021 VLDB 4.9769913e-05
12,156 Top-k Queries over Digital Traces 2019 SIGMOD 4.9769913e-05
12,569 PLASMA-HD: Probing the LAttice Structure and MAkeup of High-dimensional Data 2013 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

Rank Cited Paper Year Venue Pagerank
20 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.0005758001
278 Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search 2007 VLDB 0.00022310642
576 Quality and Efficiency in High Dimensional Nearest Neighbor Search 2009 SIGMOD 0.00016118297
1,187 Local Graph Sparsification for Scalable Clustering 2011 SIGMOD 0.00011601433
1,922 ATLAS: A Probabilistic Algorithm for High Dimensional Similarity Search 2011 SIGMOD 9.3726231e-05
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# Overall Rank Paper Year Venue
1 297 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB
2 5,798 Smooth Tradeoffs between Insert and Query Complexity in Nearest Neighbor Search 2015 PODS
3 9,681 MQH: Locality Sensitive Hashing on Multi-level Quantization Errors for Point-to-Hyperplane Distances 2023 VLDB
4 338 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD
5 278 Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search 2007 VLDB
6 3,221 Intelligent Probing for Locality Sensitive Hashing: Multi-Probe LSH and Beyond 2017 VLDB
7 2,363 Streaming Similarity Search over one Billion Tweets using Parallel Locality-Sensitive Hashing 2013 VLDB
8 1,481 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB
9 4,960 Similarity Join Size Estimation using Locality Sensitive Hashing 2011 VLDB
10 8,784 Bidirectionally Densifying LSH Sketches with Empty Bins 2021 SIGMOD