Research map / Graph learning / Graph algorithms and clustering
Spectral embedding for dynamic networks with stability guarantees
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| embed unfolded matrix (UASE) instead of independent embedding | dynamic network embedding · Lyon primary school | longitudinal stability | Helped |
| use UASE instead of omnibus embedding | dynamic network embedding · Lyon primary school lunchtime | cross-sectional stability | Helped |
| use UASE instead of omnibus embedding | dynamic network embedding · Lyon primary school | time: 30 seconds -> five seconds | Helped |
| use UASE instead of independent embedding | dynamic network embedding · Lyon primary school | time: 0.2 seconds -> five seconds | Hurt |
| include lunchtime windows 12:00-14:00 as features | random forest on UASE · Lyon classification | feature usefulness | No clear effect |
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