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Comparison of different methods in terms of their classification performance (%) and correlation with a diagnosis phenotypic score, SRS. For logistic regression, only probabilistic output is used for ranking while the distance to the optimal hyperplane (wT x) is also considered for SVM.
| Method | SVM | Logistic Regression | PUNCH | |||||
|---|---|---|---|---|---|---|---|---|
| Classification Performance | 0.95 | 0.96 | 0.95 | |||||
| Method | SVM | SVM (wT x) | Logistic Regression | Clustering | PUNCH |
|---|---|---|---|---|---|
| Correlation with SRS | 0.42 | 0.63 | 0.46 | 0.34 | 0.76 |
