Research Article
Predicting Mental Health Problems with Automatic Identification of Metaphors
Table 5
Accuracy of baseline and MSM on six mental illnesses’ prediction.
| Method | Trotzek et al. | MSM | CNN | LR | All | Sent | Meta |
| Anxiousness | 0.75 | 0.71 | 0.82 | 0.61 | 0.71 | Depression | 0.73 | 0.69 | 0.75 | 0.63 | 0.70 | Inferiority | 0.78 | 0.72 | 0.80 | 0.80 | 0.85 | Sensitivity | 0.58 | 0.62 | 0.80 | 0.53 | 0.78 | Social phobia | 0.64 | 0.65 | 0.71 | 0.60 | 0.70 | Obsession | 0.68 | 0.74 | 0.78 | 0.72 | 0.75 | Average | 0.69 | 0.69 | 0.78 | 0.65 | 0.75 |
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Sent: sentiment-based feature set; meta: metaphor-based feature set; all: sent + meta.
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