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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
13373
Venue
VLDB
Year
2024
Pagerank
4.1905499e-05
Overall Rank
11,005 | 23.52%
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 0.00030020929
391 Query Processing in Spatial Network Databases 2003 VLDB 0.00024560891
434 Scalable Network Distance Browsing in Spatial Databases 2008 SIGMOD 0.00023277433
1,235 Graph Indexing of Road Networks for Shortest Path Queries with Label Restrictions 2011 VLDB 0.0001311113
1,385 A Highway-Centric Labeling Approach for Answering Distance Queries on Large Sparse Graphs 2012 SIGMOD 0.00012259478
1,653 An Experimental Study on Hub Labeling based Shortest Path Algorithms 2018 VLDB 0.0001098717
1,694 Shortest Path and Distance Queries on Road Networks: Towards Bridging Theory and Practice 2013 SIGMOD 0.00010870205
2,040 QUAD: Quadratic-Bound-based Kernel Density Visualization 2020 SIGMOD 9.7029698e-05
2,555 Distance Indexing on Road Networks 2006 VLDB 8.5505997e-05
3,220 Quality and Efficiency in Kernel Density Estimates for Large Data 2013 SIGMOD 7.3590708e-05
4,136 Effective Caching of Shortest Paths for Location-Based Services 2012 SIGMOD 6.4131651e-05
6,203 k-Nearest Neighbors on Road Networks: A Journey in Experimentation and In-Memory Implementation 2016 VLDB 5.1552752e-05
6,497 Progressive Top-K Nearest Neighbors Search in Large Road Networks 2020 SIGMOD 5.0324877e-05
9,496 Fast Network K-function-based Spatial Analysis 2022 VLDB 4.3300131e-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
11,397 LIBKDV: A Versatile Kernel Density Visualization Library for Geospatial Analytics 2022 VLDB 4.1905499e-05
11,420 SAFE: A Share-and-Aggregate Bandwidth Exploration Framework for Kernel Density Visualization 2022 VLDB 4.1905499e-05
11,424 SWS: A Complexity-Optimized Solution for Spatial-Temporal 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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