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: 7437
Venue: SIGMOD
Year: 2026
Pagerank: 4.1945683e-05
Overall Rank: 10,127 | 29.55%
DOI: 10.1145/3769841

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Rank	Citing Paper	Year	Venue	Pagerank

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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	0.00036538405
1,805	M4: A Visualization-Oriented Time Series Data Aggregation	2014	VLDB	0.00010493299
2,011	Rapid Sampling for Visualizations with Ordering Guarantees	2015	VLDB	9.7964875e-05
2,580	Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee	2016	SIGMOD	8.5058814e-05
3,798	Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees	2020	VLDB	6.7592302e-05
3,835	I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making	2017	VLDB	6.7163364e-05
4,507	ALP: Adaptive Lossless floating-Point Compression	2023	SIGMOD	6.131017e-05
4,536	Data Series Progressive Similarity Search with Probabilistic Quality Guarantees	2020	SIGMOD	6.104642e-05
6,069	OM3: An Ordered Multi-level Min-Max Representation for Interactive Progressive Visualization of Time Series	2023	SIGMOD	5.2280784e-05
6,296	Visualization-aware Time Series Min-Max Caching with Error Bound Guarantees	2024	VLDB	5.1249171e-05
8,434	Time Series Representation for Visualization in Apache IoTDB	2024	SIGMOD	4.5141748e-05

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11,649	Interactive Visualization for Big Spatial Data	2019	SIGMOD	4.1945683e-05
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6,069	OM3: An Ordered Multi-level Min-Max Representation for Interactive Progressive Visualization of Time Series	2023	SIGMOD	5.2280784e-05
6,296	Visualization-aware Time Series Min-Max Caching with Error Bound Guarantees	2024	VLDB	5.1249171e-05
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