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Random Sampling over Joins Revisited

Summary: Revisits random sampling over multi-way joins (acyclic and cyclic) with a general framework that subsumes Chaudhuri et al.'s approach. Explores instantiations under different data priors, balancing latency and throughput, and demonstrates superiority over baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5460
Venue
SIGMOD
Year
2018
Pagerank
0.00013751264
Overall Rank
839 | 94.18%
DOI
10.1145/3183713.3183739

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 60 citing papers.

Rank Citing Paper Year Venue Pagerank
524 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017177356
1,164 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011978719
1,901 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.6066443e-05
1,931 Flow-Loss: Learning Cardinality Estimates That Matter 2021 VLDB 9.5483519e-05
1,976 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 9.4645971e-05
2,533 Learned Cardinality Estimation: An In-depth Study 2022 SIGMOD 8.5233704e-05
2,663 Towards Practical Oblivious Join 2022 SIGMOD 8.3448927e-05
2,688 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 8.3172831e-05
2,689 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 8.317052e-05
2,879 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 8.0744978e-05
3,021 Answering (Unions of) Conjunctive Queries using Random Access and Random-Order Enumeration 2020 PODS 7.9062964e-05
3,041 A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation 2021 SIGMOD 7.8821124e-05
3,108 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 7.8122622e-05
3,229 A Learned Sketch for Subgraph Counting 2021 SIGMOD 7.6920894e-05
3,640 FACE: A Normalizing Flow based Cardinality Estimator 2022 VLDB 7.3040801e-05
3,877 Simplicity Done Right for Join Ordering 2021 CIDR 7.1096512e-05
4,293 On Join Sampling and the Hardness of Combinatorial Output-Sensitive Join Algorithms 2023 PODS 6.8490255e-05
4,445 Lightweight and Accurate Cardinality Estimation by Neural Network Gaussian Process 2022 SIGMOD 6.7542989e-05
4,463 Guaranteeing the O~(AGM/OUT) Runtime for Uniform Sampling and Size Estimation over Joins 2023 PODS 6.7462588e-05
4,555 ALECE: An Attention-based Learned Cardinality Estimator for SPJ Queries on Dynamic Workloads 2024 VLDB 6.6989559e-05
4,594 Efficient Join Synopsis Maintenance for Data Warehouse 2020 SIGMOD 6.6845011e-05
4,944 Monotonic Cardinality Estimation of Similarity Selection: A Deep Learning Approach 2020 SIGMOD 6.4987159e-05
5,214 FASTgres: Making Learned Query Optimizer Hinting Effective 2023 VLDB 6.3840792e-05
5,269 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB 6.3611132e-05
5,432 PGMJoins: Random Join Sampling with Graphical Models 2021 SIGMOD 6.2922377e-05
5,493 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 6.2660773e-05
5,845 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 6.1294746e-05
5,959 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 6.0884434e-05
6,225 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 6.0105297e-05
6,227 Combining Sampling and Synopses with Worst-Case Optimal Runtime and Quality Guarantees for Graph Pattern Cardinality Estimation 2021 SIGMOD 6.0093252e-05
6,249 Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks 2024 SIGMOD 6.0015158e-05
6,313 Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data 2023 SIGMOD 5.976279e-05
6,648 LPLM: A Neural Language Model for Cardinality Estimation of LIKE-Queries 2024 SIGMOD 5.8722385e-05
6,937 Learning to Sample: Counting with Complex Queries 2020 VLDB 5.804488e-05
7,028 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 5.7768268e-05
7,587 JoinBoost: Grow Trees Over Normalized Data Using Only SQL 2023 VLDB 5.6470468e-05
8,054 alpha to omega: The Greek Alphabet of Sampling 2020 CIDR 5.5562082e-05
8,496 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.4861277e-05
8,611 Computing A Well-Representative Summary of Conjunctive Query Results 2024 PODS 5.4598872e-05
8,669 Efficient Dynamic Weighted Set Sampling and Its Extension 2024 VLDB 5.4561925e-05
8,846 Reservoir Sampling over Joins 2024 SIGMOD 5.4239669e-05
8,856 One Seed, Two Birds: A Unified Learned Structure for Exact and Approximate Counting 2024 SIGMOD 5.4214637e-05
9,248 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.3572577e-05
9,574 ShadowAQP: Efficient Approximate Group-by and Join Query via Attribute-oriented Sample Size Allocation and Data Generation 2023 VLDB 5.3137102e-05
9,791 Threshold Queries in Theory and in the Wild 2022 VLDB 5.2719963e-05
9,843 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 5.2617062e-05
9,872 Color: A Framework for Applying Graph Coloring to Subgraph Cardinality Estimation 2025 VLDB 5.2547389e-05
9,873 PRICE: A Pretrained Model for Cross-Database Cardinality Estimation 2025 VLDB 5.2547389e-05
9,884 Scalable and Usable Relational Learning With Automatic Language Bias 2021 SIGMOD 5.2508963e-05
9,945 AB-tree: Index for Concurrent Random Sampling and Updates 2022 VLDB 5.2307558e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 cited papers.

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

Rank Cited Paper Year Venue Pagerank
10 Online Aggregation 1997 SIGMOD 0.00077936311
25 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055280049
56 On Random Sampling over Joins 1999 SIGMOD 0.00040582148
136 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00030254656
140 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00029955359
427 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00018740148
594 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.00016051458
611 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015865071
731 Bifocal Sampling for Skew-Resistant Join Size Estimation 1996 SIGMOD 0.00014686276
752 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00014377414
833 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013775566
836 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013764326
916 Aqua: A Fast Decision Support System Using Approximate Query Answers 1999 VLDB 0.00013286952
999 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012821539
1,061 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012468428
1,250 Sampling-Based Query Re-Optimization 2016 SIGMOD 0.00011563119
1,470 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00010746951
1,763 A Scalable Hash Ripple Join Algorithm 2002 SIGMOD 9.8916822e-05
1,825 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 9.7684819e-05
1,909 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 9.5931227e-05
1,939 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.5245725e-05
3,020 Continuous Sampling for Online Aggregation Over Multiple Queries 2010 SIGMOD 7.9082539e-05
3,128 Turbo-Charging Estimate Convergence in DBO 2009 VLDB 7.7803295e-05
3,720 Spatial Online Sampling and Aggregation 2016 VLDB 7.2383129e-05
3,807 Distributed Online Aggregations 2009 VLDB 7.1636508e-05
5,349 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 6.3236216e-05
8,301 The DBO Database System 2008 SIGMOD 5.5115019e-05
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