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Join Size Estimation Subject to Filter Conditions

Summary: Correlated Sampling: single-pass, compact synopsis for estimating multi-table equality-join sizes under dynamic multi-attribute filters. Shows lower estimator variance than Bernoulli, End-Biased, and sketch-based baselines in theory and experiments. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11219
Venue
VLDB
Year
2015
Pagerank
0.00014490983
Overall Rank
737 | 94.95%
DOI
10.14778/2824032.2824038

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{vengerov_vldb15,
        title = {{Join Size Estimation Subject to Filter Conditions}},
        author = {Vengerov, David and Menck, Andre Cavalheiro and Zait, Mohamed and Chakkappen, Sunil P.},
        journal = {PVLDB},
        series = {{VLDB} '15},
        volume = {8},
        number = {12},
        pages = {1530--1541},
        doi = {10.14778/2824032.2824038},
        url = {https://doi.org/10.14778/2824032.2824038},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 48 of 48 citing papers.

Rank Citing Paper Year Venue Pagerank
84 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035838391
593 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00016027871
802 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013907725
1,108 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012145154
1,256 Sampling-Based Query Re-Optimization 2016 SIGMOD 0.00011457194
1,499 Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities 2019 SIGMOD 0.00010564536
1,664 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 0.00010070362
2,203 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 8.9610447e-05
2,731 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 8.1959181e-05
2,878 Data Sketches for Disaggregated Subset Sum and Frequent Item Estimation 2018 SIGMOD 8.0058242e-05
2,940 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 7.9381573e-05
3,070 Accurate Summary-based Cardinality Estimation Through the Lens of Cardinality Estimation Graphs 2022 VLDB 7.7900444e-05
3,162 Efficiently Approximating Selectivity Functions using Low Overhead Regression Models 2020 VLDB 7.6785856e-05
3,228 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 7.6215176e-05
3,283 A Learned Sketch for Subgraph Counting 2021 SIGMOD 7.56675e-05
3,453 On Join Sampling and the Hardness of Combinatorial Output-Sensitive Join Algorithms 2023 PODS 7.4004131e-05
4,277 Adaptive Statistics in Oracle 12c 2017 VLDB 6.7873816e-05
4,900 COMPASS: Online Sketch-based Query Optimization for In-Memory Databases 2021 SIGMOD 6.4534715e-05
5,743 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 6.1025457e-05
5,942 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 6.0334209e-05
6,325 Combining Sampling and Synopses with Worst-Case Optimal Runtime and Quality Guarantees for Graph Pattern Cardinality Estimation 2021 SIGMOD 5.9125893e-05
6,341 Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks 2024 SIGMOD 5.9068986e-05
6,434 Yannakakis+: Practical Acyclic Query Evaluation with Theoretical Guarantees 2025 SIGMOD 5.8799421e-05
6,704 ASM: Harmonizing Autoregressive Model, Sampling, and Multi-dimensional Statistics Merging for Cardinality Estimation 2024 SIGMOD 5.797374e-05
6,760 LPLM: A Neural Language Model for Cardinality Estimation of LIKE-Queries 2024 SIGMOD 5.7826781e-05
7,256 Weighted Distinct Sampling: Cardinality Estimation for SPJ Queries 2021 SIGMOD 5.6625146e-05
7,456 Privacy Amplification by Sampling under User-level Differential Privacy 2024 SIGMOD 5.6124452e-05
7,721 Identifying Insufficient Data Coverage in Databases with Multiple Relations 2020 VLDB 5.5587371e-05
7,747 Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries 2024 SIGMOD 5.5529458e-05
8,252 Sampling Methods for Inner Product Sketching 2024 VLDB 5.4574671e-05
8,356 Optimistic Data Parallelism for FPGA-Accelerated Sketching 2023 VLDB 5.4450094e-05
8,608 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.4024561e-05
8,878 Scotch: Generating FPGA-Accelerators for Sketching at Line Rate 2021 VLDB 5.3532614e-05
9,027 JoinSketch: A Sketch Algorithm for Accurate and Unbiased Inner-Product Estimation 2023 SIGMOD 5.3293224e-05
9,253 Cost-efficient Data Acquisition on Online Data Marketplaces for Correlation Analysis 2019 VLDB 5.297659e-05
9,617 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 5.2434488e-05
9,702 Towards a Unified Framework for String Similarity Joins 2019 VLDB 5.2351259e-05
9,724 Approximate Sketches 2024 SIGMOD 5.2308295e-05
9,867 SPACE: Cardinality Estimation for Path Queries Using Cardinality-Aware Sequence-based Learning 2025 SIGMOD 5.2043672e-05
9,996 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 5.1814573e-05
10,027 Color: A Framework for Applying Graph Coloring to Subgraph Cardinality Estimation 2025 VLDB 5.1745962e-05
10,186 Accelerating Approximate Analytical Join Queries over Unstructured Data with Statistical Guarantees 2026 SIGMOD 5.093636e-05
10,295 Sublime: Sublinear Error & Space for Unbounded Skewed Streams 2026 SIGMOD 5.093636e-05
10,438 CorrBound: Cardinality Estimation Accounting for Inter- and Intra-relation Correlations 2026 SIGMOD 5.093636e-05
10,878 Evaluating Methods for Efficient Entity Count Estimation 2025 VLDB 5.093636e-05
10,891 Cardinality Estimation for Having-Clauses 2025 VLDB 5.093636e-05
11,194 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 5.093636e-05
11,902 Tighter Upper Bounds for Join Cardinality Estimates 2018 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
307 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021792475
418 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00018812821
730 Bifocal Sampling for Skew-Resistant Join Size Estimation 1996 SIGMOD 0.00014539362
817 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013823702
1,186 Fixed-Precision Estimation of Join Selectivity 1993 PODS 0.00011764128
1,893 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 9.5269935e-05
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