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Table 2.
Classic and best feature subsets obtained by the feature selection process of the experiments on the three catalogues.
| Classic10 | DR7a Best10 | DR7b Best10 | DR7+9 Best10 |
|---|---|---|---|
| rpsf | ipsf/imodel | ipsf/imodel | ipetro/ipsf |
| rmodel | gpsf/umodel | gpsf/umodel | gpsf − umodel |
| upsf − gpsf | rpsf/imodel | rpsf/imodel | iexp/rpsf |
| gpsf − rpsf | idev/ipsf | idev/ipsf |
|
| r psf − i psf | r psf /gmodel | z psf / i model | r psf /gexp |
| i psf − z psf | i psf / z model | r psf /gexp | i psf / z model |
| u model − gmodel | r psf − r petro | r psf − r petro | i psf − i dev |
| gmodel − r model |
|
i psf − i petro | r petro/r psf |
| r model − i model | z model/z psf | z model/z psf | i psf − r model |
| i model − z model | i psf − i petro |
|
z exp/z psf |
Notes. After the selection process, the RF was used to identify the feature branches of the corresponding trees that show the best performance.
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