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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
6965
Venue
SIGMOD
Year
2024
Pagerank
5.1725247e-05
Overall Rank
10,984 | 23.67%
DOI
10.1145/3677134

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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
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
207 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00025225714
248 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.0002353359
355 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00020433058
611 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015865071
708 Efficient Implementation of Sorting on Multi-Core SIMD CPU Architecture 2008 VLDB 0.00014869132
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
839 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013751264
889 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00013435086
891 SuRF: Practical Range Query Filtering with Fast Succinct Tries 2018 SIGMOD 0.00013421815
977 Query Size Estimation by Adaptive Sampling (Extended Abstract) 1990 PODS 0.00012937017
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
1,164 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011978719
1,320 Augmented Sketch: Faster and More Accurate Stream Processing 2016 SIGMOD 0.00011277617
1,344 How Soccer Players Would do Stream Joins 2011 SIGMOD 0.00011191556
1,376 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00011080787
1,542 Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities 2019 SIGMOD 0.00010485163
1,653 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 0.0001017846
1,669 Skew in Parallel Query Processing 2014 PODS 0.00010137031
1,846 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.7107021e-05
2,185 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 9.0583954e-05
2,198 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 9.0314746e-05
2,831 Progressive Merge Join: A Generic and Non-Blocking Sort-Based Join Algorithm 2002 VLDB 8.1228602e-05
2,863 Scalable and Adaptive Online Joins 2014 VLDB 8.0905637e-05
3,285 Output-optimal Parallel Algorithms for Similarity Joins 2017 PODS 7.6214506e-05
3,481 Scalable Distributed Stream Join Processing 2015 SIGMOD 7.4538681e-05
3,602 Memory-Limited Execution of Windowed Stream Joins 2004 VLDB 7.3325869e-05
3,721 A Bi-Level Bernoulli Scheme for Database Sampling 2004 SIGMOD 7.2381666e-05
3,777 Operator Placement for In-Network Stream Query Processing 2005 PODS 7.1854568e-05
3,883 Real-Time Multi-Pattern Detection over Event Streams 2019 SIGMOD 7.1052819e-05
4,194 On Biased Reservoir Sampling in the Presence of Stream Evolution 2006 VLDB 6.9060741e-05
4,293 On Join Sampling and the Hardness of Combinatorial Output-Sensitive Join Algorithms 2023 PODS 6.8490255e-05
4,482 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 6.7350602e-05
4,594 Efficient Join Synopsis Maintenance for Data Warehouse 2020 SIGMOD 6.6845011e-05
5,118 Sampling Algorithms in a Stream Operator 2005 SIGMOD 6.4208186e-05
5,277 Low-Latency Handshake Join 2014 VLDB 6.3598859e-05
5,432 PGMJoins: Random Join Sampling with Graphical Models 2021 SIGMOD 6.2922377e-05
5,518 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 6.2532393e-05
5,529 Efficient Massively Parallel Join Optimization for Large Queries* 2022 SIGMOD 6.245845e-05
5,821 Approximate Query Engines: Commercial Challenges and Research Opportunities 2017 SIGMOD 6.1374715e-05
5,959 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 6.0884434e-05
6,347 AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting 2023 SIGMOD 5.9685651e-05
6,958 Making In-Memory Learned Indexes Efficient on Disk 2024 SIGMOD 5.7990776e-05
7,081 Efficient Sampling Approaches to Shapley Value Approximation 2023 SIGMOD 5.7612572e-05
7,710 Parallelizing Intra-Window Join on Multicores: An Experimental Study 2021 SIGMOD 5.6204721e-05
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Overall Rank Paper Year Venue Pagerank
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