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We compare the classification performance on FBIRN ICA data with the new term added in the loss function. There is not a significant difference in performance, though marginal improvement is seen with sigmoid activation.
| Dataset | Added loss term | Mean AUC | Median AUC |
|---|---|---|---|
|
| |||
| FBIRN | None | 0.86 | 0.861 |
| FBIRN | tanh | 0.859 | 0.861 |
| FBIRN | sigmoid | 0.862 | 0.875 |
