Research map / Probabilistic and scientific modeling / Molecules and proteins
Fortune Teller: Predicting Your Career Path
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add multi-source fusion with consistency penalty to fused lasso multi-task learning | FL · sales | accuracy: 72.43 -> 74.56 | Helped |
| use temporal fused lasso instead of uniform task relatedness | multi-view multi-task learning · 4 career datasets | accuracy: 60.68 -> 63.43 | Helped |
| multi-task learning instead of per-task learning | career stage prediction · 4 career datasets | accuracy: 57.08 -> 59.90 | Helped |
| add Linkedin as third source to Twitter+Facebook (ablation) | MSLFL · software engineer | accuracy: 62.27 -> 63.43 | Helped |
| combine all three sources vs Linkedin only (ablation) | MSLFL · consultant | accuracy: 48.85 -> 62.78 | Helped |
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