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Cardinality Estimation: An Experimental Survey

Summary: Survey and taxonomy of 12 cardinality-estimation algorithms with large-scale benchmarking. Evaluates accuracy, runtime, and memory on synthetic and real data; shows regime-dependent winners and trade-offs to guide algorithm selection for data profiling. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11761
Venue
VLDB
Year
2018
Pagerank
0.0001091276
Overall Rank
1,683 | 88.31%
DOI
10.1145/3164135.3164145

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
1,481 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011715754
1,699 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00010848882
3,580 Query Performance Prediction for Concurrent Queries using Graph Embedding 2020 VLDB 6.9460425e-05
3,706 Every Row Counts: Combining Sketches and Sampling for Accurate Group-By Result Estimates 2019 CIDR 6.8232992e-05
3,827 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 6.7195959e-05
4,835 MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions 2019 SIGMOD 5.8861112e-05
7,611 Learning to be a Statistician: Learned Estimator for Number of Distinct Values 2022 VLDB 4.6920008e-05
7,612 UNIFY: Unified Index for Range Filtered Approximate Nearest Neighbors Search 2025 VLDB 4.6919232e-05
7,666 Fast Detection of Denial Constraint Violations 2022 VLDB 4.6792751e-05
7,854 dbET: Execution Time Distribution-based Plan Selection 2023 SIGMOD 4.6306186e-05
8,095 Grep: A Graph Learning Based Database Partitioning System 2023 SIGMOD 4.5837691e-05
8,130 Robust Query Processing: Mission Possible 2020 VLDB 4.5746794e-05
8,370 LAQy: Efficient and Reusable Query Approximations via Lazy Sampling 2023 SIGMOD 4.5287754e-05
9,230 Panakos: Chasing the Tails for Multidimensional Data Streams 2023 VLDB 4.3650857e-05
9,845 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 4.2680295e-05
10,012 A Fast, Mergeable, and LDP Compatible Sketch for Counting the Number of Distinct Values in Fully Dynamic Tables 2026 SIGMOD 4.1905499e-05
10,227 Sample-based Distinct Cardinality Estimation for Multiple Attributes in Multi-Dataset Queries 2026 VLDB 4.1905499e-05
10,315 Elastic Index Selection for Label-Hybrid AKNN Search 2026 VLDB 4.1905499e-05
10,490 Efficient and Accurate Differentially Private Cardinality Continual Releases 2025 SIGMOD 4.1905499e-05
10,507 PLM4NDV: Minimizing Data Access for Number of Distinct Values Estimation with Pre-trained Language Models 2025 SIGMOD 4.1905499e-05
10,540 SPECIAL: Synopsis Assisted Secure Collaborative Analytics 2025 VLDB 4.1905499e-05
10,543 AdaNDV: Adaptive Number of Distinct Value Estimation via Learning to Select and Fuse Estimators 2025 VLDB 4.1905499e-05
11,059 Agile-Ant: Self-managing Distributed Cache Management for Cost Optimization of Big Data Applications 2024 VLDB 4.1905499e-05
11,185 An Effective and Differentially Private Protocol for Secure Distributed Cardinality Estimation 2023 SIGMOD 4.1905499e-05
11,192 Efficient and Effective Cardinality Estimation for Skyline Family 2023 SIGMOD 4.1905499e-05
11,417 No Repetition: Fast and Reliable Sampling with Highly Concentrated Hashing 2022 VLDB 4.1905499e-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.

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