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Social Role-Aware Emotion Contagion in Image Social Networks
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add social-role-aware pairwise contagion on top of CRF | Role-aware contagion model · Flickr, all six emotions | F1-score: +19.1% F1 over CRF on average | Helped |
| add contagion correlations (role-aware model vs SVM, LR, BN, RBF) | Role-aware contagion model · Flickr | F1-score: 44.3% average improvement | Helped |
| add pairwise-contagion factor to Base+Self (ablation) | Role-aware contagion model · Flickr factor analysis | prediction performance | Helped |
| add self-contagion factor to attribute-only Base (ablation) | Role-aware contagion model · Flickr factor analysis | prediction performance | Mixed |
| set percentage of users labelled as opinion leaders/hole spanners below 10% or above 20% (ablation) | Role-aware contagion model · Flickr | prediction performance | Hurt |
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