Research map / Probabilistic and scientific modeling / Molecules and proteins
Anytime User Engagement Prediction in Information Cascades for Arbitrary Observation Periods
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| DANTE vs baselines with varying start sizes | DANTE · LastFM, Memes, Digg | median SLE (final size) | Helped |
| DANTE vs baselines with varying start sizes | DANTE · LastFM, Memes, Digg | mean SLE | No clear effect |
| DANTE vs CasFlow with varying observation time tc | DANTE · final size prediction | median and mean SLE | Hurt |
| DANTE vs Features-linear and Features-deep over tc | DANTE · final size prediction | SLE | No clear effect |
| discriminative vs generative model on synthetic data (ablation) | DANTE · synthetic Ogata data, 100 users | SLE | Mixed |
| split population formulation | DANTE · Irvine | engagement probability pi: 0.57 | Helped |
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