Table 3.
Mean Square Error(MSE) of the PC regression based on gene-expression microarray data simulation with and without shrinkage adjustment. 1,000 simulation were conducted. Each entry in the table represents mean of the MSE with standard error in parentheses
n | g | Test Data without Adjustment | Test Data with Adjustment | Training Data |
---|---|---|---|---|
100 | 150 | 1.97(0.256) | 1.70(0.284) | 1.61(0.284) |
100 | 300 | 1.63(0.230) | 1.17(0.167) | 1.12(0.158) |
100 | 500 | 1.43(0.204) | 1.07(0.157) | 1.03(0.147) |
100 | 1000 | 1.22(0.182) | 1.03(0.148) | 0.99(0.142) |
200 | 150 | 1.73(0.159) | 1.33(0.133) | 1.30(0.131) |
200 | 300 | 1.39(0.139) | 1.08(0.105) | 1.07(0.110) |
200 | 500 | 1.24(0.131) | 1.04(0.105) | 1.01(0.101) |
200 | 1000 | 1.10(0.114) | 1.02(0.101) | 1.00(0.101) |