Research map / Probabilistic and scientific modeling / Molecules and proteins
Minimizing User Involvement for Learning Human Mobility Patterns from Location Traces
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| HuMoR representation vs LDA-A (sequence-level learning, side features) added to matrix factorization | link prediction MF · MDC | mean AUC: 0.891 -> 0.943 | Helped |
| HuMoR vs LDA-A added to matrix factorization | link prediction MF · GW | mean AUC: 0.935 -> 0.950 | Helped |
| add HuMoR representation to topology-only MF | link prediction MF · MDC | mean AUC: 0.820 -> 0.943 | Helped |
| add HuMoR representation to topology-only MF | link prediction MF · GW | mean AUC: 0.906 -> 0.950 | Helped |
| use asymmetric prior in LDA (LDA-A vs LDA) (ablation) | KNN+CN link prediction · MDC | mean AUC: 0.858 -> 0.870 | Helped |
| use HuMoR instead of LDA-A (sequences, side features) | Decision Trees+CN · MDC | mean AUC: 0.768 -> 0.800 | Helped |
| increase number of motifs K above 5 (ablation) | HuMoR · MDC | mean AUC | Hurt |
| increase number of motifs K (ablation) | HuMoR · GW | mean AUC | No clear effect |
| vary motif variance sigma^2 (1 to 100) (ablation) | HuMoR · MDC and GW | mean AUC | No clear effect |
| vary time-range side feature intervals (ablation) | HuMoR · link prediction | mean AUC | No clear effect |
Closest papers by meaning
- TraXion: Rethinking Pre-training Frameworks for Mobility and Beyond (NeurIPS 2026 · similarity 0.86)
- Taming the Long Tail in Human Mobility Prediction (NeurIPS 2024 · similarity 0.86)
- RHYTHM: Reasoning with Hierarchical Temporal Tokenization for Human Mobility (NeurIPS 2025 · similarity 0.85)
- Spatial-Temporal Interplay in Human Mobility: A Hierarchical Reinforcement Learning Approach with Hypergraph Representation (AAAI 2024 · similarity 0.83)
- Generative Human Trajectory Recovery via Embedding-Space Conditional Diffusion (ICML 2025 · similarity 0.83)
- Correlation-Attention Masked Temporal Transformer for User Identity Linkage Using Heterogeneous Mobility Data (AAAI 2025 · similarity 0.83)
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