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LION: Fast and High-Resolution Network Kernel Density Visualization

Summary: LION: algorithmic framework that reduces worst-case time complexity of high-resolution Network Kernel Density Visualization (NKDV) while keeping space complexity unchanged. Outperforms prior ADA approach by 2.86–35.36× on four large location datasets by explicitly optimizing for resolution size. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13372
Venue
VLDB
Year
2024
Pagerank
4.1945683e-05
Overall Rank
11,002 | 23.47%
DOI
10.14778/3648160.3648168

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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
260 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00030040036
389 Query Processing in Spatial Network Databases 2003 VLDB 0.00024620268
433 Scalable Network Distance Browsing in Spatial Databases 2008 SIGMOD 0.00023310419
1,230 Graph Indexing of Road Networks for Shortest Path Queries with Label Restrictions 2011 VLDB 0.00013150837
1,378 A Highway-Centric Labeling Approach for Answering Distance Queries on Large Sparse Graphs 2012 SIGMOD 0.00012294512
1,654 An Experimental Study on Hub Labeling based Shortest Path Algorithms 2018 VLDB 0.000109978
1,690 Shortest Path and Distance Queries on Road Networks: Towards Bridging Theory and Practice 2013 SIGMOD 0.00010904736
2,535 Distance Indexing on Road Networks 2006 VLDB 8.5864426e-05
3,313 Quality and Efficiency in Kernel Density Estimates for Large Data 2013 SIGMOD 7.2381634e-05
3,968 QUAD: Quadratic-Bound-based Kernel Density Visualization 2020 SIGMOD 6.5793715e-05
4,111 Effective Caching of Shortest Paths for Location-Based Services 2012 SIGMOD 6.4427171e-05
6,200 k-Nearest Neighbors on Road Networks: A Journey in Experimentation and In-Memory Implementation 2016 VLDB 5.1602201e-05
6,503 Progressive Top-K Nearest Neighbors Search in Large Road Networks 2020 SIGMOD 5.0357715e-05
9,495 Fast Network K-function-based Spatial Analysis 2022 VLDB 4.3341665e-05
9,499 KDV-Explorer: A Near Real-Time Kernel Density Visualization System for Spatial Analysis 2021 VLDB 4.3341665e-05
11,334 SLAM: Efficient Sweep Line Algorithms for Kernel Density Visualization 2022 SIGMOD 4.1945683e-05
11,417 SAFE: A Share-and-Aggregate Bandwidth Exploration Framework for Kernel Density Visualization 2022 VLDB 4.1945683e-05
11,421 SWS: A Complexity-Optimized Solution for Spatial-Temporal Kernel Density Visualization 2022 VLDB 4.1945683e-05
11,499 Fast Augmentation Algorithms for Network Kernel Density Visualization 2021 VLDB 4.1945683e-05
13,220 LIBKDV: A Versatile Kernel Density Visualization Library for Geospatial Analytics 2022 VLDB -
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