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Table 3.
Completeness of BC, GV, and RS.
| Random forest | K-Nearest neighbour | |||||
|---|---|---|---|---|---|---|
| SN = 10 (Completeness) | ||||||
| Redshift | z = 0.3 | z = 0.55 | z = 0.7 | z = 0.3 | z = 0.55 | z = 0.7 |
| BC | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 |
| GV | 0.78 | 0.86 | 0.88 | 0.52 | 0.55 | 0.64 |
| RS | 0.99 | 0.98 | 0.98 | 0.97 | 0.96 | 0.96 |
| SN = 20 (Completeness) | ||||||
| BC | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 |
| GV | 0.80 | 0.88 | 0.90 | 0.60 | 0.69 | 0.75 |
| RS | 0.99 | 0.98 | 0.97 | 0.98 | 0.98 | 0.97 |
| SN = 30 (Completeness) | ||||||
| BC | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 |
| GV | 0.81 | 0.88 | 0.92 | 0.67 | 0.76 | 0.83 |
| RS | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 |
Notes. The left and right set of columns show result for RF and KNN. Top, middle and bottom sets of rows shows completeness at S/N = 10, 20, and 30. We tabulate results at each of three redshifts, z = 0.3, 0.55, and 0.7.
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