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Visualization-Oriented Progressive Time Series Transformation
Summary: PIVOT incrementally computes visualization-ready point-wise transformations over multivariate time series by selectively transforming only essential samples and leveraging cached hierarchical summaries. A pixel-based error bound estimates intermediate visual accuracy without a reference, enabling latency–fidelity tradeoffs and order-of-magnitude speedups on billion-scale datasets.
(summarized by gpt-5-mini on Feb 11 2026)
- Paper ID
- 7438
- Venue
- SIGMOD
- Year
- 2026
- Pagerank
- 4.1905499e-05
- Overall Rank
- 10,127 | 29.62%
- DOI
-
10.1145/3769841
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Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 185 |
DuckDB: an Embeddable Analytical Database |
2019 |
SIGMOD |
0.00036529607 |
| 1,804 |
M4: A Visualization-Oriented Time Series Data Aggregation |
2014 |
VLDB |
0.00010481427 |
| 2,005 |
Rapid Sampling for Visualizations with Ordering Guarantees |
2015 |
VLDB |
9.8168893e-05 |
| 2,583 |
Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee |
2016 |
SIGMOD |
8.4973431e-05 |
| 3,801 |
Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees |
2020 |
VLDB |
6.7528979e-05 |
| 3,841 |
I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making |
2017 |
VLDB |
6.7090738e-05 |
| 4,509 |
ALP: Adaptive Lossless floating-Point Compression |
2023 |
SIGMOD |
6.1251244e-05 |
| 4,524 |
Data Series Progressive Similarity Search with Probabilistic Quality Guarantees |
2020 |
SIGMOD |
6.1091797e-05 |
| 6,072 |
OM3: An Ordered Multi-level Min-Max Representation for Interactive Progressive Visualization of Time Series |
2023 |
SIGMOD |
5.2230588e-05 |
| 6,296 |
Visualization-aware Time Series Min-Max Caching with Error Bound Guarantees |
2024 |
VLDB |
5.1199987e-05 |
| 8,426 |
Time Series Representation for Visualization in Apache IoTDB |
2024 |
SIGMOD |
4.5098472e-05 |
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