Table 3. Root mean squared errors for different methods.
n = 50 |
n = 100 |
n = 200 |
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True ρ | gam | LDhat | SSL | PAC | gam | LDhat | SSL | PAC | gam | LDhat | SSL | PAC |
10 | 9.6 | 4.7 | 6.6 | 4.9 | 10.4 | 5.0 | 5.7 | 4.1 | 8.9 | 4.7 | 4.9 | 3.4 |
20 | 16.5 | 9.5 | 12.7 | 8.3 | 6.1 | 7.8 | 8.1 | 6.4 | 6.0 | 5.7 | 6.8 | 4.5 |
30 | 18.6 | 18.4 | 13.2 | 11.4 | 12.4 | 9.0 | 9.1 | 7.5 | 9.2 | 7.2 | 7.3 | 6.0 |
40 | 30.1 | 16.8 | 20.1 | 12.9 | 15.2 | 11.9 | 10.7 | 9.0 | 11.7 | 10.1 | 9.7 | 8.5 |
50 | 33.9 | 19.8 | 25.3 | 14.4 | 17.2 | 14.0 | 13.8 | 10.5 | 12.3 | 10.7 | 10.7 | 9.3 |
60 | 31.0 | 20.4 | 23.2 | 14.5 | 18.3 | 17.6 | 15.7 | 13.6 | 12.4 | 15.9 | 12.0 | 10.8 |
70 | 34.3 | 26.2 | 32.3 | 18.6 | 22.7 | 19.8 | 19.8 | 13.4 | 15.3 | 15.4 | 13.8 | 10.6 |
80 | 31.7 | 33.9 | 32.9 | 23.6 | 24.1 | 22.4 | 18.8 | 15.0 | 17.1 | 19.0 | 13.8 | 13.5 |
90 | 33.3 | 30.2 | 42.4 | 23.3 | 25.7 | 18.5 | 22.8 | 16.1 | 22.4 | 20.2 | 18.2 | 14.8 |
100 | 29.2 | 34.9 | 42.4 | 26.0 | 26.6 | 27.5 | 25.8 | 19.0 | 18.1 | 23.6 | 16.8 | 13.7 |
110 | 25.7 | 35.0 | 41.9 | 27.0 | 28.2 | 27.5 | 30.3 | 21.7 | 20.4 | 24.4 | 18.9 | 17.1 |
120 | 23.6 | 37.6 | 42.4 | 26.7 | 27.0 | 29.0 | 31.4 | 21.5 | 22.1 | 26.8 | 22.2 | 19.6 |
130 | 22.1 | 36.7 | 45.4 | 31.0 | 24.2 | 29.1 | 33.4 | 25.1 | 22.4 | 28.5 | 25.7 | 22.1 |
140 | 18.9 | 31.1 | 41.5 | 28.3 | 24.4 | 34.7 | 36.2 | 24.9 | 17.2 | 27.1 | 23.5 | 20.6 |
150 | 26.4 | 40.1 | 45.3 | 34.9 | 18.8 | 32.2 | 31.8 | 20.2 | 17.9 | 30.4 | 27.0 | 23.9 |
The table contains the root mean squared errors of four different estimators (gam-boosting, LDhat, SSL, and PAC) of ρ under the setup of Figure 2.