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Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality

Summary: FreeSam enables adaptive sampling for streaming intra-window joins, jointly optimizing output size and variance. It blends hybrid sampling with intra-window joins, offering 2D quantity-quality control and latency-predictable, multi-core execution. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7026
Venue
SIGMOD
Year
2024
Pagerank
5.093636e-05
Overall Rank
11,194 | 23.20%
DOI
10.1145/3677134

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Authors

BibTeX Citation

@inproceedings{tang_sigmod24,
        title = {{Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality}},
        author = {Tang, Xilin and Zhang, Feng and Zhang, Shuhao and Liu, Yani and He, Bingsheng and Du, Xiaoyong},
        series = {{SIGMOD} '24},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3677134},
        url = {https://dl.acm.org/doi/10.1145/3677134},
        year = {2024}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 50 of 62 cited papers.

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

Rank Cited Paper Year Venue Pagerank
54 On Random Sampling over Joins 1999 SIGMOD 0.00040810225
131 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00030424509
136 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00030123303
209 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00024932174
252 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023242719
360 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00020182846
593 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00016027871
712 Efficient Implementation of Sorting on Multi-Core SIMD CPU Architecture 2008 VLDB 0.0001468812
730 Bifocal Sampling for Skew-Resistant Join Size Estimation 1996 SIGMOD 0.00014539362
737 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00014490983
802 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013907725
819 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013815639
880 SuRF: Practical Range Query Filtering with Fast Succinct Tries 2018 SIGMOD 0.00013432693
909 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00013291205
992 Query Size Estimation by Adaptive Sampling (Extended Abstract) 1990 PODS 0.00012790174
1,009 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012684342
1,064 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012336248
1,122 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.0001209124
1,294 Augmented Sketch: Faster and More Accurate Stream Processing 2016 SIGMOD 0.00011291308
1,369 How Soccer Players Would do Stream Joins 2011 SIGMOD 0.0001099892
1,397 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010906135
1,448 Skew in Parallel Query Processing 2014 PODS 0.00010758872
1,499 Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities 2019 SIGMOD 0.00010564536
1,664 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 0.00010070362
1,872 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.5759874e-05
2,203 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 8.9610447e-05
2,206 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.957715e-05
2,462 Output-optimal Parallel Algorithms for Similarity Joins 2017 PODS 8.5487602e-05
2,787 Progressive Merge Join: A Generic and Non-Blocking Sort-Based Join Algorithm 2002 VLDB 8.1205738e-05
2,892 Scalable and Adaptive Online Joins 2014 VLDB 7.9852178e-05
3,453 On Join Sampling and the Hardness of Combinatorial Output-Sensitive Join Algorithms 2023 PODS 7.4004131e-05
3,532 Scalable Distributed Stream Join Processing 2015 SIGMOD 7.3369085e-05
3,657 Memory-Limited Execution of Windowed Stream Joins 2004 VLDB 7.2217692e-05
3,803 A Bi-Level Bernoulli Scheme for Database Sampling 2004 SIGMOD 7.1114677e-05
3,847 Operator Placement for In-Network Stream Query Processing 2005 PODS 7.0758352e-05
3,946 Real-Time Multi-Pattern Detection over Event Streams 2019 SIGMOD 7.0046969e-05
4,229 On Biased Reservoir Sampling in the Presence of Stream Evolution 2006 VLDB 6.8181027e-05
4,535 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 6.6419266e-05
4,630 Efficient Join Synopsis Maintenance for Data Warehouse 2020 SIGMOD 6.5955933e-05
5,193 Sampling Algorithms in a Stream Operator 2005 SIGMOD 6.3238562e-05
5,310 Low-Latency Handshake Join 2014 VLDB 6.2702891e-05
5,399 Efficient Massively Parallel Join Optimization for Large Queries* 2022 SIGMOD 6.2319315e-05
5,551 PGMJoins: Random Join Sampling with Graphical Models 2021 SIGMOD 6.1782856e-05
5,587 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 6.1596139e-05
5,743 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 6.1025457e-05
5,906 Approximate Query Engines: Commercial Challenges and Research Opportunities 2017 SIGMOD 6.0457047e-05
6,443 AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting 2023 SIGMOD 5.8775356e-05
6,551 Efficient Sampling Approaches to Shapley Value Approximation 2023 SIGMOD 5.8429222e-05
6,687 Making In-Memory Learned Indexes Efficient on Disk 2024 SIGMOD 5.8022308e-05
7,820 Parallelizing Intra-Window Join on Multicores: An Experimental Study 2021 SIGMOD 5.5373345e-05
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