Mining Significant Semantic Locations From GPS Data
Summary: Graph-based framework to mine semantic locations from GPS traces, modeling location-location and location-user links. Mutual reinforcement via random walks ties significance to user authority, visits, durations, and travel distance, scalable to 100M GPS records. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xin Cao
- 2. Gao Cong
- 3. Christian S. Jensen
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,456 | STMaker - A System to Make Sense of Trajectory Data | 2014 | VLDB | 7.075962e-05 |
| 9,048 | On Repairing Timestamps for Regular Interval Time Series | 2022 | VLDB | 4.4039656e-05 |
| 9,658 | Hyper-Local, Directions-Based Ranking of Places | 2011 | VLDB | 4.3109001e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 270 | OPTICS: Ordering Points To Identify the Clustering Structure | 1999 | SIGMOD | 0.00029505642 |
| 320 | ObjectRank: Authority-Based Keyword Search in Databases | 2004 | VLDB | 0.00027577867 |
| 648 | Efficient Retrieval of the Top-k Most Relevant Spatial Web Objects | 2009 | VLDB | 0.00018666267 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,067 | GroupFinder: A New Approach to Top-K Point-of-Interest Group Retrieval | 2013 | VLDB | 4.1945683e-05 |
| 6,093 | Density-based Place Clustering in Geo-Social Networks | 2014 | SIGMOD | 5.2131159e-05 |
| 5,269 | A General Framework for Geo-Social Query Processing | 2013 | VLDB | 5.5966244e-05 |
| 9,898 | Top-k Relevant Semantic Place Retrieval on Spatial RDF Data | 2016 | SIGMOD | 4.2600049e-05 |
| 11,380 | Example-based Spatial Pattern Matching | 2022 | VLDB | 4.1945683e-05 |
| 8,906 | Mining Geospatial Relationships from Text | 2023 | SIGMOD | 4.427232e-05 |
| 8,923 | Towards Personalized Maps: Mining User Preferences from Geo-textual Data | 2016 | VLDB | 4.427232e-05 |
| 9,658 | Hyper-Local, Directions-Based Ranking of Places | 2011 | VLDB | 4.3109001e-05 |
| 8,302 | Splitter: Mining Fine-Grained Sequential Patterns in Semantic Trajectories | 2014 | VLDB | 4.5435639e-05 |
| 11,815 | Efficient Mining of Regional Movement Patterns in Semantic Trajectories | 2017 | VLDB | 4.1945683e-05 |