Database Paper Browser

Back to papers

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
11032
Venue
VLDB
Year
2015
Pagerank
0.00013411666
Overall Rank
1,194 | 91.71%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 46 of 46 citing papers.

Rank Citing Paper Year Venue Pagerank
203 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034868567
941 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015147831
1,372 Random Sampling over Joins Revisited 2018 SIGMOD 0.0001233325
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011289028
1,756 Sampling-Based Query Re-Optimization 2016 SIGMOD 0.00010659753
2,143 Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities 2019 SIGMOD 9.4437798e-05
2,254 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 9.1871115e-05
2,971 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 7.7935535e-05
2,988 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 7.7752463e-05
3,273 Data Sketches for Disaggregated Subset Sum and Frequent Item Estimation 2018 SIGMOD 7.2899198e-05
3,516 Accurate Summary-based Cardinality Estimation Through the Lens of Cardinality Estimation Graphs 2022 VLDB 7.018912e-05
3,644 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 6.8842065e-05
3,781 A Learned Sketch for Subgraph Counting 2021 SIGMOD 6.7691344e-05
3,827 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 6.7195959e-05
3,955 Efficiently Approximating Selectivity Functions using Low Overhead Regression Models 2020 VLDB 6.5895015e-05
4,566 Adaptive Statistics in Oracle 12c 2017 VLDB 6.073045e-05
4,926 On Join Sampling and the Hardness of Combinatorial Output-Sensitive Join Algorithms 2023 PODS 5.8184457e-05
5,886 COMPASS: Online Sketch-based Query Optimization for In-Memory Databases 2021 SIGMOD 5.2847297e-05
6,288 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 5.1226099e-05
6,481 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.039683e-05
6,705 Combining Sampling and Synopses with Worst-Case Optimal Runtime and Quality Guarantees for Graph Pattern Cardinality Estimation 2021 SIGMOD 4.9507418e-05
6,715 Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks 2024 SIGMOD 4.9464666e-05
7,118 ASM: Harmonizing Autoregressive Model, Sampling, and Multi-dimensional Statistics Merging for Cardinality Estimation 2024 SIGMOD 4.8204951e-05
7,188 LPLM: A Neural Language Model for Cardinality Estimation of LIKE-Queries 2024 SIGMOD 4.8017628e-05
7,340 Weighted Distinct Sampling: Cardinality Estimation for SPJ Queries 2021 SIGMOD 4.7526052e-05
7,465 Yannakakis+: Practical Acyclic Query Evaluation with Theoretical Guarantees 2025 SIGMOD 4.7186055e-05
7,571 Identifying Insufficient Data Coverage in Databases with Multiple Relations 2020 VLDB 4.7037322e-05
8,642 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 4.4734993e-05
8,695 Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries 2024 SIGMOD 4.461508e-05
8,715 Scotch: Generating FPGA-Accelerators for Sketching at Line Rate 2021 VLDB 4.4571724e-05
8,873 Privacy Amplification by Sampling under User-level Differential Privacy 2024 SIGMOD 4.4271393e-05
9,079 JoinSketch: A Sketch Algorithm for Accurate and Unbiased Inner-Product Estimation 2023 SIGMOD 4.3956812e-05
9,181 Cost-efficient Data Acquisition on Online Data Marketplaces for Correlation Analysis 2019 VLDB 4.3792262e-05
9,213 Optimistic Data Parallelism for FPGA-Accelerated Sketching 2023 VLDB 4.3684604e-05
9,563 Towards a Unified Framework for String Similarity Joins 2019 VLDB 4.3212967e-05
9,628 Approximate Sketches 2024 SIGMOD 4.3102157e-05
9,727 SPACE: Cardinality Estimation for Path Queries Using Cardinality-Aware Sequence-based Learning 2025 SIGMOD 4.2901665e-05
9,845 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 4.2680295e-05
9,876 Color: A Framework for Applying Graph Coloring to Subgraph Cardinality Estimation 2025 VLDB 4.2615675e-05
10,096 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 4.1905499e-05
10,149 CorrBound: Cardinality Estimation Accounting for Inter- and Intra-relation Correlations 2026 SIGMOD 4.1905499e-05
10,632 Evaluating Methods for Efficient Entity Count Estimation 2025 VLDB 4.1905499e-05
10,647 Cardinality Estimation for Having-Clauses 2025 VLDB 4.1905499e-05
10,984 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.1905499e-05
11,028 Sampling Methods for Inner Product Sketching 2024 VLDB 4.1905499e-05
11,703 Tighter Upper Bounds for Join Cardinality Estimates 2018 SIGMOD 4.1905499e-05
Previous Page 1 / 1 Next

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
416 Approximate Query Processing Using Wavelets 2000 VLDB 0.00023773968
550 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00020346247
553 Bifocal Sampling for Skew-Resistant Join Size Estimation 1996 SIGMOD 0.00020272747
1,065 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014344675
1,254 Fixed-Precision Estimation of Join Selectivity 1993 PODS 0.00013018797
2,369 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 8.9462051e-05
Previous Page 1 / 1 Next

Semantically Similar Papers