Faster Visual Analytics through Pixel-Perfect Aggregation
Summary: Introduces pixel-aware aggregation that models rendering to fetch only the points needed per screen pixel while preserving pixel-perfect plots. Query-level reduction operators trade milliseconds of database work for drastic bandwidth savings and near-real-time visualization of millions of time-series points. (summarized by gpt-5.6-luna on Jul 24 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 = {{Faster Visual Analytics through Pixel-Perfect Aggregation}},
author = {Jugel, Uwe and Jerzak, Zbigniew and Hackenbroich, Gregor and Markl, Volker},
journal = {PVLDB},
series = {{VLDB} '14},
volume = {7},
number = {13},
pages = {1705--1708},
doi = {10.14778/2733004.2733066},
url = {https://doi.org/10.14778/2733004.2733066},
year = {2014}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,737 | Towards Democratizing Relational Data Visualization | 2019 | SIGMOD | 5.7875328e-05 |
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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 |
|---|---|---|---|---|
| 1,472 | M4: A Visualization-Oriented Time Series Data Aggregation | 2014 | VLDB | 0.00010668946 |
| 3,584 | Extreme Visualization: Squeezing a Billion Records into a Million Pixels | 2008 | SIGMOD | 7.2858819e-05 |
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| 1 | 5,056 | The Case for Data Visualization Management Systems | 2014 | VLDB |
| 2 | 8,704 | Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams | 2010 | SIGMOD |
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| 4 | 3,584 | Extreme Visualization: Squeezing a Billion Records into a Million Pixels | 2008 | SIGMOD |
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| 6 | 13,565 | Data Visualization Management Systems | 2015 | CIDR |
| 7 | 5,709 | GPU Rasterization for Real-Time Spatial Aggregation over Arbitrary Polygons | 2018 | VLDB |
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| 10 | 10,415 | Visualization-Oriented Progressive Time Series Transformation | 2026 | SIGMOD |