Points-of-Interest Relationship Inference with Spatial-enriched Graph Neural Networks
Summary: PRIM uses a spatially enriched relational GNN for inferring POI relationships across multiple relation types. Four novelties—weighted relational GNN, category taxonomy integration, self-attentive spatial context extractor, and distance-specific scoring—boost robustness to sparsity and unseen cases on real-world POI data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yile Chen
- 2. Xiucheng Li
- 3. Gao Cong
- 4. Cheng Long
- 5. Zhifeng Bao
- 6. Shang Liu
- 7. Wanli Gu
- 8. Fuzheng Zhang
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,485 | EARLY: Efficient and Reliable Graph Neural Network for Dynamic Graphs | 2023 | SIGMOD | 5.0453531e-05 |
| 11,089 | TERI: An Effective Framework for Trajectory Recovery with Irregular Time Intervals | 2024 | VLDB | 4.1945683e-05 |
| 11,172 | Effectiveness Perspectives and a Deep Relevance Model for Spatial Keyword Queries | 2023 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 278 | AliGraph: A Comprehensive Graph Neural Network Platform | 2019 | VLDB | 0.00029230623 |
| 648 | Efficient Retrieval of the Top-k Most Relevant Spatial Web Objects | 2009 | VLDB | 0.00018666267 |
| 1,435 | Simba: Efficient In-Memory Spatial Analytics | 2016 | SIGMOD | 0.00012004456 |
| 3,919 | Efficient Selection of Geospatial Data on Maps for Interactive and Visualized Exploration | 2018 | SIGMOD | 6.631077e-05 |
| 6,428 | An Experimental Evaluation of Point-of-interest Recommendation in Location-based Social Networks | 2017 | VLDB | 5.0668968e-05 |
| 11,602 | SSTD: A Distributed System on Streaming Spatio-Textual Data | 2020 | VLDB | 4.1945683e-05 |
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| 11,380 | Example-based Spatial Pattern Matching | 2022 | VLDB | 4.1945683e-05 |
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