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PECJ: Stream Window Join on Disorder Data Streams with Proactive Error Compensation

Summary: PECJ enables SWJ on out-of-order streams by using unobserved data to boost accuracy and cut latency via variational posterior inference. Analytic and ML-based methods reduce error propagation and deliver high SWJ performance on a multi-thread benchmark. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6884
Venue
SIGMOD
Year
2024
Pagerank
5.093636e-05
Overall Rank
11,159 | 23.44%
DOI
10.1145/3639268

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Authors

BibTeX Citation

@inproceedings{zeng_sigmod24,
        title = {{PECJ: Stream Window Join on Disorder Data Streams with Proactive Error Compensation}},
        author = {Zeng, Xianzhi and Zhang, Shuhao and Zhong, Hongbin and Zhang, Hao and Lu, Mian and Zheng, Zhao and Chen, Yuqiang},
        series = {{SIGMOD} '24},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3639268},
        url = {https://dl.acm.org/doi/10.1145/3639268},
        year = {2024}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank Cited Paper Year Venue Pagerank
361 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020138717
593 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00016027871
819 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013815639
1,223 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011602265
1,369 How Soccer Players Would do Stream Joins 2011 SIGMOD 0.0001099892
1,799 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.7326398e-05
1,872 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.5759874e-05
3,221 Camel: Managing Data for Efficient Stream Learning 2022 SIGMOD 7.6271601e-05
5,215 The NebulaStream Platform: Data and Application Management for the Internet of Things 2020 CIDR 6.3124972e-05
6,012 Parallel Index-based Stream Join on a Multicore CPU 2020 SIGMOD 6.0102675e-05
6,502 Watermarks in Stream Processing Systems: Semantics and Comparative Analysis of Apache Flink and Google Cloud Dataflow 2021 VLDB 5.8604458e-05
7,626 Quality-Driven Continuous Query Execution over Out-of-Order Data Streams 2015 SIGMOD 5.5800458e-05
7,820 Parallelizing Intra-Window Join on Multicores: An Experimental Study 2021 SIGMOD 5.5373345e-05
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