Comparison Of Stratified And Random Iterative Sampling In Evaluation Of Pls-Da Model
Table 2:
#PLS |
10 |
15 |
20 |
25 |
#iterations |
RIS |
SIS |
RIS |
SIS |
RIS |
SIS |
RIS |
SIS |
5 |
0.900(0.037) |
0.896(0.014) |
0.964(0.012) |
0.964(0.013) |
0.989(0.008) |
0.983(0.006) |
0.998(0.004) |
0.994(0.004) |
10 |
0.895(0.032) |
0.889(0.018) |
0.964(0.010) |
0.967(0.010) |
0.988(0.006) |
0.987(0.006) |
0.997(0.003) |
0.994(0.003) |
20 |
0.887(0.029) |
0.885(0.019) |
0.965(0.010) |
0.967(0.008) |
0.987(0.007) |
0.989(0.006) |
0.994(0.005) |
0.995(0.003) |
40 |
0.884(0.029) |
0.887(0.021) |
0.965(0.010) |
0.967(0.010) |
0.987(0.007) |
0.989(0.007) |
0.994(0.005) |
0.995(0.003) |
50 |
0.883(0.028) |
0.887 (0.020) |
0.966(0.010) |
0.967(0.009) |
0.987(0.007) |
0.989(0.007) |
0.994(0.005) |
0.995(0.004) |
100 |
0.881(0.028) |
0.887(0.019) |
0.966(0.011) |
0.967(0.010) |
0.987(0.008) |
0.989(0.006) |
0.994(0.005) |
0.995(0.004) |
200 |
0.882(0.027) |
0.884(0.019) |
0.966(0.011) |
0.966(0.010) |
0.987(0.008) |
0.988(0.006) |
0.994(0.004) |
0.995(0.004) |
500 |
0.884(0.028) |
0.885(0.019) |
0.965(0.011) |
0.965(0.009) |
0.987(0.008) |
0.987(0.006) |
0.995(0.004) |
0.995(0.004) |
1000 |
0.885(0.028) |
0.884(0.020) |
0.964(0.011) |
0.965(0.009) |
0.987(0.008) |
0.987(0.006) |
0.994 (0.004) |
0.995(0.004) |
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