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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
12776
Venue
VLDB
Year
2021
Pagerank
5.093636e-05
Overall Rank
11,736 | 19.49%
DOI
10.14778/3446095.3446096

Incoming Non-self Citations Over Time

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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}
}

Incoming Citations (Sorted by Pagerank)

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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 0.00077458002
54 On Random Sampling over Joins 1999 SIGMOD 0.00040810225
87 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035281619
213 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024723025
307 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021792475
327 The Aqua Approximate Query Answering System 1999 SIGMOD 0.00021091539
553 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00016590619
772 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014147905
819 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013815639
909 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00013291205
1,009 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012684342
1,108 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012145154
1,166 ICICLES: Self-tuning Samples for Approximate Query Answering 2000 VLDB 0.00011850439
1,582 SciBORQ: Scientific data management with Bounds On Runtime and Quality 2011 CIDR 0.00010295367
1,962 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.3978414e-05
2,608 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.347674e-05
3,241 Optimal and Approximate Computation of Summary Statistics for Range Aggregates 2001 PODS 7.6057671e-05
3,497 Interactive Analysis of Web-Scale Data 2009 CIDR 7.3634378e-05
4,761 Estimating arbitrary subset sums with few probes 2005 PODS 6.5196044e-05
9,752 Forecasting High-Dimensional Data 2010 SIGMOD 5.227679e-05
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