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

Summary: FlashP enables real-time forecasting for high-dimensional time-series relational data by front-loading approximate aggregations and training forecasts on them. It introduces GSW sampling with provable error bounds and compact multi-measure sketches, analyzing their impact on forecast accuracy. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12588
Venue: VLDB
Year: 2021
Pagerank: 4.1945683e-05
Overall Rank: 11,539 | 19.73%
DOI: 10.14778/3446095.3446096

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Rank	Citing Paper	Year	Venue	Pagerank

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
14	Online Aggregation	1997	SIGMOD	0.0010801504
18	On Random Sampling over Joins	1999	SIGMOD	0.00092385438
158	Automated Selection of Materialized Views and Indexes for SQL Databases	2000	VLDB	0.00040071492
273	Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets	1999	SIGMOD	0.00029390945
405	Approximate Query Processing Using Wavelets	2000	VLDB	0.00024057494
429	The Aqua Approximate Query Answering System	1999	SIGMOD	0.00023476494
739	Congressional Samples for Approximate Answering of Group-By Queries	2000	SIGMOD	0.00017401518
1,204	VerdictDB: Universalizing Approximate Query Processing	2018	SIGMOD	0.00013319541
1,260	Dynamic Sample Selection for Approximate Query Processing	2003	SIGMOD	0.00012993347
1,323	Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters	2016	SIGMOD	0.00012601997
1,335	ICICLES: Self-tuning Samples for Approximate Query Answering	2000	VLDB	0.00012502131
1,464	Online Aggregation for Large MapReduce Jobs	2011	VLDB	0.00011865546
1,574	Approximate Query Processing: No Silver Bullet	2017	SIGMOD	0.00011287495
1,909	SciBORQ: Scientific data management with Bounds On Runtime and Quality	2011	CIDR	0.00010121304
2,580	Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee	2016	SIGMOD	8.5058814e-05
2,808	A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries	2001	SIGMOD	8.0870741e-05
3,310	Optimal and Approximate Computation of Summary Statistics for Range Aggregates	2001	PODS	7.2408955e-05
4,052	Interactive Analysis of Web-Scale Data	2009	CIDR	6.4936745e-05
4,955	Estimating arbitrary subset sums with few probes	2005	PODS	5.8053317e-05
9,615	Forecasting High-Dimensional Data	2010	SIGMOD	4.3177432e-05

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