Table 3.
Statistics obtained on real SDSS data.
| Training database | Test database | Accuracy | AUC |
|---|---|---|---|
| SDSS simulations: 219 362 | SDSS-II SN confirmed : 582 | 0.462 | 0.722 |
| SDSS-II SN confirmed : 80 | SDSS-II SN confirmed : 502 | 0.798 | 0.586 |
| SDSS simulations : 219 362 SDSS-II SN confirmed : 80 | SDSS-II SN confirmed : 502 | 0.868 | 0.850 |
Notes. The first line reports results obtained by training PELICAN only on simulated data. In the second line the training and the test databases are only composed of real data. The third line shows an improvement of results by including only 80 SDSS light curves in the training database, which is also composed of simulated light curves.
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