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FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data

Summary: FlashP enables real-time forecasting over high-dimensional relational time series by replacing bottleneck aggregations with sampled approximations. Its GSW sampling provides aggregation-error bounds, compact multi-measure samples, and principled sample sizing for forecasting accuracy. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h0327ad8ba144b892
Venue
VLDB
Year
2021
Pagerank
4.9605343e-05
Overall Rank
12,089 | 18.97%
DOI
10.14778/3446095.3446096
PDF
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Authors

BibTeX Citation

@article{yan_vldb21,
        title = {{FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data}},
        author = {Yan, Shuyuan and Ding, Bolin and Guo, Wei and Zhou, Jingren and Wei, Zhewei and Jiang, Xiaowei and Xu, Sheng},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {5},
        pages = {721--729},
        doi = {10.14778/3446095.3446096},
        url = {https://doi.org/10.14778/3446095.3446096},
        year = {2021}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00076079812
57 On Random Sampling over Joins 1999 SIGMOD 0.0003999751
89 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035265687
222 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024136952
311 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021315058
337 The Aqua Approximate Query Answering System 1999 SIGMOD 0.00020593498
564 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00016251304
770 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014086699
841 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013503124
935 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00012968914
1,022 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012400958
1,065 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012181098
1,186 ICICLES: Self-tuning Samples for Approximate Query Answering 2000 VLDB 0.00011581468
1,614 SciBORQ: Scientific data management with Bounds On Runtime and Quality 2011 CIDR 0.00010054823
2,014 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.1775869e-05
2,661 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.1414177e-05
3,312 Optimal and Approximate Computation of Summary Statistics for Range Aggregates 2001 PODS 7.4165176e-05
3,563 Interactive Analysis of Web-Scale Data 2009 CIDR 7.1841298e-05
4,895 Estimating arbitrary subset sums with few probes 2005 PODS 6.3498065e-05
9,970 Forecasting High-Dimensional Data 2010 SIGMOD 5.0910746e-05
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