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Table 5

Results of the classification of RCS-2 point sources when processed by the Random Forest algorithm.

DS1 DS2 DS3

N DS 542 897 16 898 242 902
Precision Q (%) 89.5 97.0 99.3
Recall Q (%) 88.4 97.5 99.1
Precision S (%) 94.8 96.4 99.2
Recall S (%) 95.0 95.2 99.1
N quasars 21 501 6529 21 834
% quasars 4.0 38.6 9.0

Notes. These data have been split-tabulated according to their respective data sets, where DS1 is solely comprised of optical data, and DS2,3 respectively include GALEX and WISE photometry for each source. N DS is the number of objects from the data set. Precision Q, Recall Q, Precision S, and Recall S are the precision for quasars, recall for quasars, precision for stars, and recall for stars, respectively. N Quasars is the number of objects classified as quasars from the data set, and % Quasars is the percentage of those classified quasars from all the objects of the data set.

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