Database Paper Browser

Back to papers

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
10491
Venue
VLDB
Year
2012
Pagerank
0.00012712766
Overall Rank
1,299 | 90.98%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
858 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00015833075
1,966 LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index 2016 SIGMOD 9.9130791e-05
2,160 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 9.4037759e-05
2,729 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.2175463e-05
2,772 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 8.1491893e-05
3,019 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 7.699097e-05
3,139 ClusterJoin: A Similarity Joins Framework using Map-Reduce 2014 VLDB 7.4915127e-05
3,209 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 7.3793885e-05
3,461 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.0696567e-05
4,041 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 6.5048916e-05
4,247 Local Similarity Search for Unstructured Text 2016 SIGMOD 6.3180334e-05
4,350 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 6.2576191e-05
4,396 LEMP: Fast Retrieval of Large Entries in a Matrix Product 2015 SIGMOD 6.215279e-05
4,808 On the Complexity of Inner Product Similarity Join 2016 PODS 5.9040739e-05
5,180 SilkMoth: An Efficient Method for Finding Related Sets with Maximum Matching Constraints 2017 VLDB 5.6377866e-05
5,218 Neighbor-Sensitive Hashing 2016 VLDB 5.6204105e-05
6,080 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 5.219249e-05
7,636 Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts 2021 SIGMOD 4.6863871e-05
7,667 Human-in-the-loop Data Integration 2017 VLDB 4.6791871e-05
8,751 Multivariate Correlations Discovery in Static and Streaming Data 2022 VLDB 4.4520434e-05
9,002 Chasing Similarity: Distribution-aware Aggregation Scheduling 2019 VLDB 4.4077753e-05
9,831 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 4.2710095e-05
11,307 TokenJoin: Efficient Filtering for Set Similarity Join with Maximum Weighted Bipartite Matching 2023 VLDB 4.1905499e-05
11,508 LES3: Learning-based Exact Set Similarity Search 2021 VLDB 4.1905499e-05
11,539 MP-RW-LSH: An Efficient Multi-Probe LSH Solution to ANNS-L1 2021 VLDB 4.1905499e-05
11,660 Top-k Queries over Digital Traces 2019 SIGMOD 4.1905499e-05
12,083 PLASMA-HD: Probing the LAttice Structure and MAkeup of High-dimensional Data 2013 VLDB 4.1905499e-05
Previous Page 1 / 1 Next

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
34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076824554
399 Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search 2007 VLDB 0.00024359304
675 Quality and Efficiency in High Dimensional Nearest Neighbor Search 2009 SIGMOD 0.00018304179
773 Local Graph Sparsification for Scalable Clustering 2011 SIGMOD 0.00016788213
2,012 ATLAS: A Probabilistic Algorithm for High Dimensional Similarity Search 2011 SIGMOD 9.8007613e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
596 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00019455943
8,759 Smooth Tradeoffs between Insert and Query Complexity in Nearest Neighbor Search 2015 PODS 4.4520434e-05
9,267 MQH: Locality Sensitive Hashing on Multi-level Quantization Errors for Point-to-Hyperplane Distances 2023 VLDB 4.3647353e-05
579 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.0001982328
399 Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search 2007 VLDB 0.00024359304
3,933 Intelligent Probing for Locality Sensitive Hashing: Multi-Probe LSH and Beyond 2017 VLDB 6.6164676e-05
2,872 Streaming Similarity Search over one Billion Tweets using Parallel Locality-Sensitive Hashing 2013 VLDB 7.9797548e-05
2,160 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 9.4037759e-05
5,222 Similarity Join Size Estimation using Locality Sensitive Hashing 2011 VLDB 5.6180462e-05
8,635 Bidirectionally Densifying LSH Sketches with Empty Bins 2021 SIGMOD 4.4758632e-05