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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
0.0001233325
Overall Rank
1,372 | 90.47%
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
905 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423174
1,638 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011050093
2,494 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 8.6457436e-05
2,769 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 8.1512848e-05
2,781 Flow-Loss: Learning Cardinality Estimates That Matter 2021 VLDB 8.1282042e-05
2,988 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 7.7752463e-05
3,026 Towards Practical Oblivious Join 2022 SIGMOD 7.691304e-05
3,269 Learned Cardinality Estimation: An In-depth Study 2022 SIGMOD 7.3026051e-05
3,386 Answering (Unions of) Conjunctive Queries using Random Access and Random-Order Enumeration 2020 PODS 7.151562e-05
3,455 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 7.0760196e-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
3,924 A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation 2021 SIGMOD 6.6227223e-05
3,992 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 6.5519369e-05
4,431 Lightweight and Accurate Cardinality Estimation by Neural Network Gaussian Process 2022 SIGMOD 6.1870601e-05
4,526 Simplicity Done Right for Join Ordering 2021 CIDR 6.1079584e-05
4,543 FACE: A Normalizing Flow based Cardinality Estimator 2022 VLDB 6.0953507e-05
4,926 On Join Sampling and the Hardness of Combinatorial Output-Sensitive Join Algorithms 2023 PODS 5.8184457e-05
5,022 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB 5.7479778e-05
5,085 Guaranteeing the O~(AGM/OUT) Runtime for Uniform Sampling and Size Estimation over Joins 2023 PODS 5.7040225e-05
5,128 Efficient Join Synopsis Maintenance for Data Warehouse 2020 SIGMOD 5.6728511e-05
5,405 ALECE: An Attention-based Learned Cardinality Estimator for SPJ Queries on Dynamic Workloads 2024 VLDB 5.5243727e-05
5,630 Monotonic Cardinality Estimation of Similarity Selection: A Deep Learning Approach 2020 SIGMOD 5.4010111e-05
5,931 FASTgres: Making Learned Query Optimizer Hinting Effective 2023 VLDB 5.2632167e-05
5,952 PGMJoins: Random Join Sampling with Graphical Models 2021 SIGMOD 5.2547498e-05
5,982 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 5.2409386e-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
6,724 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 4.9449472e-05
6,860 Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data 2023 SIGMOD 4.9008421e-05
7,180 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 4.8032775e-05
7,188 LPLM: A Neural Language Model for Cardinality Estimation of LIKE-Queries 2024 SIGMOD 4.8017628e-05
7,246 Learning to Sample: Counting with Complex Queries 2020 VLDB 4.7847433e-05
7,920 JoinBoost: Grow Trees Over Normalized Data Using Only SQL 2023 VLDB 4.6120304e-05
8,345 alpha to omega: The Greek Alphabet of Sampling 2020 CIDR 4.5361313e-05
8,521 Computing A Well-Representative Summary of Conjunctive Query Results 2024 PODS 4.4893996e-05
8,609 Efficient Dynamic Weighted Set Sampling and Its Extension 2024 VLDB 4.4810481e-05
8,642 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 4.4734993e-05
8,952 One Seed, Two Birds: A Unified Learned Structure for Exact and Approximate Counting 2024 SIGMOD 4.4195459e-05
8,964 Reservoir Sampling over Joins 2024 SIGMOD 4.4163852e-05
9,238 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 4.3648789e-05
9,621 ShadowAQP: Efficient Approximate Group-by and Join Query via Attribute-oriented Sample Size Allocation and Data Generation 2023 VLDB 4.3125802e-05
9,801 Threshold Queries in Theory and in the Wild 2022 VLDB 4.2777144e-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
9,877 PRICE: A Pretrained Model for Cross-Database Cardinality Estimation 2025 VLDB 4.2615675e-05
9,885 Scalable and Usable Relational Learning With Automatic Language Bias 2021 SIGMOD 4.2580321e-05
9,945 AB-tree: Index for Concurrent Random Sampling and Updates 2022 VLDB 4.240067e-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
14 Online Aggregation 1997 SIGMOD 0.0010813443
18 On Random Sampling over Joins 1999 SIGMOD 0.00092569117
66 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00061707583
212 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00033997204
216 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00033560137
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
832 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.00016089705
941 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015147831
960 Aqua: A Fast Decision Support System Using Approximate Query Answers 1999 VLDB 0.00015031055
1,172 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013504249
1,194 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00013411666
1,320 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00012606067
1,425 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012044433
1,451 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00011925842
1,756 Sampling-Based Query Re-Optimization 2016 SIGMOD 0.00010659753
1,938 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00010025547
2,208 A Scalable Hash Ripple Join Algorithm 2002 SIGMOD 9.2887018e-05
2,354 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 8.9748896e-05
2,369 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 8.9462051e-05
2,583 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 8.4973431e-05
3,596 Continuous Sampling for Online Aggregation Over Multiple Queries 2010 SIGMOD 6.9342283e-05
3,808 Turbo-Charging Estimate Convergence in DBO 2009 VLDB 6.7416988e-05
4,032 Spatial Online Sampling and Aggregation 2016 VLDB 6.5131946e-05
4,083 Distributed Online Aggregations 2009 VLDB 6.4583812e-05
5,867 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 5.2933639e-05
8,416 The DBO Database System 2008 SIGMOD 4.512905e-05
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