Research map / Probabilistic and scientific modeling / Dynamical systems
Dynamic Network Model from Partial Observations
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use Dyference instead of TopoLSTM for diffusion prediction | Diffusion prediction · Twitter | MAP@10: 20.5 -> 20.6 | Helped |
| Use Dyference instead of TopoLSTM for diffusion prediction | Diffusion prediction · Twitter | Hits@100: 34.9 -> 36.7 | Helped |
| Use Dyference instead of TopoLSTM for diffusion prediction | Diffusion prediction · Memes | MAP@100: 30.0 -> 32.4 | Helped |
| Use Dyference instead of TopoLSTM for diffusion prediction | Diffusion prediction · Memes | Hits@100: 76.8 -> 84.0 | Helped |
| Use Dyference instead of InfoPath for bankruptcy prediction | Dynamic bankruptcy prediction · Bankruptcy 2012 | MAP@10: 4.0 -> 17.6 | Helped |
| Use Dyference instead of InfoPath for bankruptcy prediction | Dynamic bankruptcy prediction · Bankruptcy 2014 | MAP@10: 35.0 -> 62.0 | Helped |
| Use Dyference instead of InfoPath for bankruptcy prediction | Dynamic bankruptcy prediction · Bankruptcy 2016 | MAP@20: 65.0 -> 85.7 | Helped |
| Use Dyference rather than InfoPath for online dynamic network inference | Dynamic network inference · Synthetic dynamic networks | F1 score | Helped |
| Use Dyference rather than InfoPath for online dynamic network inference | Dynamic network inference · Time-varying hyperlink networks | F1 score | Helped |
| Use Dyference rather than NetRate and InfoPath for static network inference | Static network inference · Synthetic networks | F1 score | Helped |
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