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. Author manuscript; available in PMC: 2015 Apr 2.
Published in final edited form as: Biometrics. 2014 Oct 18;71(1):247–257. doi: 10.1111/biom.12236

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)
λ1X λ2X λ3X λ4X λ1U λ2U λ3U λ4U λ1W λ2W λ3W λ4W
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
MSEσ^(102)
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