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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
h4ead19a1cb00f454
Venue
VLDB
Year
2015
Pagerank
0.00014265196
Overall Rank
750 | 94.96%
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
85 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035864347
596 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015785583
795 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013938779
1,082 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012122749
1,257 Sampling-Based Query Re-Optimization 2016 SIGMOD 0.00011310561
1,465 Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities 2019 SIGMOD 0.00010576304
1,678 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 9.9088372e-05
2,216 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 8.8177753e-05
2,634 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 8.1993804e-05
2,824 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 7.9698957e-05
2,930 Data Sketches for Disaggregated Subset Sum and Frequent Item Estimation 2018 SIGMOD 7.8415815e-05
2,974 Accurate Summary-based Cardinality Estimation Through the Lens of Cardinality Estimation Graphs 2022 VLDB 7.7938744e-05
3,090 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 7.6584982e-05
3,160 A Learned Sketch for Subgraph Counting 2021 SIGMOD 7.5807496e-05
3,210 Efficiently Approximating Selectivity Functions using Low Overhead Regression Models 2020 VLDB 7.5363533e-05
3,494 On Join Sampling and the Hardness of Combinatorial Output-Sensitive Join Algorithms 2023 PODS 7.2582926e-05
4,234 Adaptive Statistics in Oracle 12c 2017 VLDB 6.7134191e-05
5,003 COMPASS: Online Sketch-based Query Optimization for In-Memory Databases 2021 SIGMOD 6.3188773e-05
5,422 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 6.1361195e-05
5,831 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.9782109e-05
5,901 Combining Sampling and Synopses with Worst-Case Optimal Runtime and Quality Guarantees for Graph Pattern Cardinality Estimation 2021 SIGMOD 5.9539374e-05
5,902 Yannakakis+: Practical Acyclic Query Evaluation with Theoretical Guarantees 2025 SIGMOD 5.9536872e-05
6,469 Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks 2024 SIGMOD 5.7743636e-05
6,818 ASM: Harmonizing Autoregressive Model, Sampling, and Multi-dimensional Statistics Merging for Cardinality Estimation 2024 SIGMOD 5.672718e-05
6,884 LPLM: A Neural Language Model for Cardinality Estimation of LIKE-Queries 2024 SIGMOD 5.6563432e-05
7,364 Weighted Distinct Sampling: Cardinality Estimation for SPJ Queries 2021 SIGMOD 5.5418075e-05
7,566 Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries 2024 SIGMOD 5.4952834e-05
7,604 Privacy Amplification by Sampling under User-level Differential Privacy 2024 SIGMOD 5.486517e-05
7,880 Identifying Insufficient Data Coverage in Databases with Multiple Relations 2020 VLDB 5.43413e-05
8,035 JoinSketch: A Sketch Algorithm for Accurate and Unbiased Inner-Product Estimation 2023 SIGMOD 5.4025473e-05
8,421 Sampling Methods for Inner Product Sketching 2024 VLDB 5.3350162e-05
8,516 Optimistic Data Parallelism for FPGA-Accelerated Sketching 2023 VLDB 5.3250329e-05
8,770 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.2812395e-05
9,039 Scotch: Generating FPGA-Accelerators for Sketching at Line Rate 2021 VLDB 5.2331548e-05
9,424 Cost-efficient Data Acquisition on Online Data Marketplaces for Correlation Analysis 2019 VLDB 5.1792137e-05
9,797 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 5.1257999e-05
9,878 Towards a Unified Framework for String Similarity Joins 2019 VLDB 5.1176637e-05
9,893 Approximate Sketches 2024 SIGMOD 5.1134687e-05
10,057 SPACE: Cardinality Estimation for Path Queries Using Cardinality-Aware Sequence-based Learning 2025 SIGMOD 5.0875952e-05
10,184 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 5.0651993e-05
10,215 Color: A Framework for Applying Graph Coloring to Subgraph Cardinality Estimation 2025 VLDB 5.0584922e-05
10,402 Accelerating Approximate Analytical Join Queries over Unstructured Data with Statistical Guarantees 2026 SIGMOD 4.9793485e-05
10,507 Sublime: Sublinear Error & Space for Unbounded Skewed Streams 2026 SIGMOD 4.9793485e-05
10,627 CorrBound: Cardinality Estimation Accounting for Inter- and Intra-relation Correlations 2026 SIGMOD 4.9793485e-05
11,280 Evaluating Methods for Efficient Entity Count Estimation 2025 VLDB 4.9793485e-05
11,290 Cardinality Estimation for Having-Clauses 2025 VLDB 4.9793485e-05
11,536 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.9793485e-05
12,202 Tighter Upper Bounds for Join Cardinality Estimates 2018 SIGMOD 4.9793485e-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
309 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021384073
428 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.0001845349
745 Bifocal Sampling for Skew-Resistant Join Size Estimation 1996 SIGMOD 0.00014288286
842 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013540697
1,203 Fixed-Precision Estimation of Join Selectivity 1993 PODS 0.00011548537
1,891 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 9.4184294e-05
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