M4: A Visualization-Oriented Time Series Data Aggregation
Summary: M4: aggregation-based time-series reduction preserving line rasterization for error-free visualizations. Visualization-driven query-rewrite layer on RDBMS achieves up to 100x data reduction in manufacturing, finance, and sports, preserving fidelity. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Uwe Jugel (SAP)
- 2. Zbigniew Jerzak (SAP)
- 3. Gregor Hackenbroich (SAP)
- 4. Volker Markl (Technical University of Berlin)
BibTeX Citation
@article{jugel_vldb14,
title = {{M4: A Visualization-Oriented Time Series Data Aggregation}},
author = {Jugel, Uwe and Jerzak, Zbigniew and Hackenbroich, Gregor and Markl, Volker},
journal = {PVLDB},
series = {{VLDB} '14},
volume = {7},
number = {10},
pages = {797--808},
doi = {10.14778/2732951.2732953},
url = {https://doi.org/10.14778/2732951.2732953},
year = {2014}
}Incoming Citations (Sorted by Pagerank)
Showing 23 of 23 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,227 | Blink and It's Done: Interactive Queries on Very Large Data | 2012 | VLDB | 0.00011582387 |
| 3,230 | An Analytic Data Engine for Visualization in Tableau | 2011 | SIGMOD | 7.6208919e-05 |
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