Table 2.
Average MSEs over 100 simulations for estimating σ, the eigenvalues and the principal scores under various signal-to-noise ratios. The values are augmented 100 times for better presentation.
| σ | MSEλX (10−2) | MSEλU (10−2) | MSEλW (10−2) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3.2 | 0.9 | 0.2 | 0.1 | 1.2 | 0.3 | 0.1 | 0.02 | 0.2 | 0.1 | 0.01 | 2E-3 | 
| 0.1 | 4.5 | 0.9 | 0.2 | 0.1 | 1.3 | 0.7 | 0.2 | 0.2 | 0.2 | 0.1 | 0.02 | 8E-3 | 
| 0.5 | 5 | 1.6 | 1.4 | 0.4 | 1.3 | 9.3 | 3.2 | 1.0 | 6.5 | 6.7 | 3.5 | 2.7 | 
| 1 | 8 | 5 | 2.8 | 0.6 | 2 | 15.5 | 4.1 | 0.8 | 102 | 101 | 33.6 | 21.7 | 
|  | MSEξ (10−2) | MSEθ (10−2) | MSEζ (10−2) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ξ 1 | ξ 2 | ξ 3 | ξ 4 | θ 1 | θ 2 | θ 3 | θ 4 | ζ 1 | ζ 2 | ζ 3 | ζ 4 | |
| 2E-17 | 14.7 | 11.2 | 7.6 | 136 | 120 | 4.5 | 2.5 | 2 | 20.2 | 8.1 | 0.5 | 2.6 | 
| 3E-8 | 42.7 | 18.2 | 5.5 | 34.7 | 305 | 5.6 | 3.2 | 2 | 280 | 30.5 | 9.9 | 15.8 | 
| 4E-7 | 267 | 129.2 | 17.7 | 22.2 | 1660 | 22.8 | 12 | 19.1 | 1623 | 226 | 161 | 102 | 
| 1E-6 | 370 | 159 | 36.1 | 22.5 | 1657 | 50.1 | 58.3 | 31.7 | 1677 | 466 | 245 | 153 |