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SWS: A Complexity-Optimized Solution for Spatial-Temporal Kernel Density Visualization
Summary: SWS introduces a sliding-window based STKDV method with reduced time complexity and unchanged space usage. Paired with a progressive visualization framework, it yields coarse-to-fine partial results and achieves 1.71x–24x speedups on large-scale data.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 12953
- Venue
- VLDB
- Year
- 2022
- Pagerank
- 4.1905499e-05
- Overall Rank
- 11,424 | 20.61%
- DOI
-
10.14778/3503585.3503591
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
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 |
| 2,040 |
QUAD: Quadratic-Bound-based Kernel Density Visualization |
2020 |
SIGMOD |
9.7029698e-05 |
| 2,124 |
Semantics and Evaluation Techniques for Window Aggregates in Data Streams |
2005 |
SIGMOD |
9.4824543e-05 |
| 3,220 |
Quality and Efficiency in Kernel Density Estimates for Large Data |
2013 |
SIGMOD |
7.3590708e-05 |
| 3,425 |
General Incremental Sliding-Window Aggregation |
2015 |
VLDB |
7.1042928e-05 |
| 4,417 |
Scalable Kernel Density Classification via Threshold-Based Pruning |
2017 |
SIGMOD |
6.1962309e-05 |
| 4,611 |
SKYPE: Top-k Spatial-keyword Publish/Subscribe Over Sliding Window |
2016 |
VLDB |
6.0438331e-05 |
| 6,133 |
Optimal and General Out-of-Order Sliding-Window Aggregation |
2019 |
VLDB |
5.1917864e-05 |
| 9,500 |
KDV-Explorer: A Near Real-Time Kernel Density Visualization System for Spatial Analysis |
2021 |
VLDB |
4.3300131e-05 |
| 11,336 |
SLAM: Efficient Sweep Line Algorithms for Kernel Density Visualization |
2022 |
SIGMOD |
4.1905499e-05 |
| 11,420 |
SAFE: A Share-and-Aggregate Bandwidth Exploration Framework for Kernel Density Visualization |
2022 |
VLDB |
4.1905499e-05 |
| 11,503 |
Fast Augmentation Algorithms for Network Kernel Density Visualization |
2021 |
VLDB |
4.1905499e-05 |
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2020 |
SIGMOD |
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| 11,336 |
SLAM: Efficient Sweep Line Algorithms for Kernel Density Visualization |
2022 |
SIGMOD |
4.1905499e-05 |
| 9,500 |
KDV-Explorer: A Near Real-Time Kernel Density Visualization System for Spatial Analysis |
2021 |
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| 11,420 |
SAFE: A Share-and-Aggregate Bandwidth Exploration Framework for Kernel Density Visualization |
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| 11,503 |
Fast Augmentation Algorithms for Network Kernel Density Visualization |
2021 |
VLDB |
4.1905499e-05 |