SEMOOS - SVM Ensemble Training for Imbalanced Data Classification Using Multi-Objective Optimization Techniques
This repository provides the source code, algorithms, experimental setup, and results for the article.
- SEMOOS - SVM Ensemble with Multi Objective Optimization Selection
- SEMOOSb - SVM Ensemble with Multi Objective Optimization Selection with Bootstrapping
- SEMOOSbp - SVM Ensemble with Multi Objective Optimization Selection with Bootstrapping and Pruning
- SVM - Support Vector Machines
- RS - Random Subspace SVM Ensemble
- FS - Feature Selection
- FSIRSVM - Feature Selection Imbalance Ratio SVM
| ID | SEMOOS | SEMOOSb | SEMOOSbp | RS | SVM | FS | FSIRSVM |
|---|---|---|---|---|---|---|---|
| 1 | 0.501 ± 0.016 | 0.492 ± 0.016 | 0.509 ± 0.020 | 0.535 ± 0.036 | 0.546 ± 0.030 | 0.525 ± 0.031 | 0.493 ± 0.014 |
| 2 | 0.960 ± 0.014 | 0.962 ± 0.013 | 0.961 ± 0.016 | 0.971 ± 0.014 | 0.971 ± 0.014 | 0.960 ± 0.018 | 0.952 ± 0.019 |
| 3 | 0.722 ± 0.013 | 0.713 ± 0.011 | 0.716 ± 0.011 | 0.626 ± 0.025 | 0.719 ± 0.017 | 0.717 ± 0.010 | 0.676 ± 0.028 |
| 4 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 5 | 0.637 ± 0.051 | 0.618 ± 0.050 | 0.621 ± 0.047 | 0.553 ± 0.036 | 0.592 ± 0.030 | 0.610 ± 0.040 | 0.536 ± 0.040 |
| 6 | 0.620 ± 0.014 | 0.606 ± 0.012 | 0.615 ± 0.010 | 0.508 ± 0.008 | 0.605 ± 0.012 | 0.633 ± 0.017 | 0.500 ± 0.000 |
| 7 | 0.519 ± 0.020 | 0.515 ± 0.019 | 0.517 ± 0.021 | 0.506 ± 0.008 | 0.521 ± 0.026 | 0.528 ± 0.030 | 0.500 ± 0.000 |
| 8 | 0.948 ± 0.015 | 0.948 ± 0.012 | 0.949 ± 0.012 | 0.756 ± 0.035 | 0.939 ± 0.012 | 0.932 ± 0.009 | 0.865 ± 0.038 |
| 9 | 0.677 ± 0.025 | 0.643 ± 0.016 | 0.675 ± 0.024 | 0.536 ± 0.024 | 0.625 ± 0.022 | 0.614 ± 0.025 | 0.500 ± 0.000 |
| 10 | 0.646 ± 0.019 | 0.614 ± 0.021 | 0.628 ± 0.025 | 0.534 ± 0.022 | 0.586 ± 0.027 | 0.579 ± 0.032 | 0.500 ± 0.000 |
| 11 | 0.835 ± 0.040 | 0.820 ± 0.042 | 0.820 ± 0.050 | 0.831 ± 0.049 | 0.858 ± 0.057 | 0.857 ± 0.063 | 0.818 ± 0.043 |
| 12 | 0.947 ± 0.010 | 0.942 ± 0.009 | 0.950 ± 0.009 | 0.674 ± 0.039 | 0.937 ± 0.020 | 0.923 ± 0.019 | 0.900 ± 0.019 |
| 13 | 0.910 ± 0.047 | 0.901 ± 0.049 | 0.909 ± 0.052 | 0.883 ± 0.035 | 0.892 ± 0.048 | 0.926 ± 0.048 | 0.849 ± 0.056 |
| 14 | 0.902 ± 0.056 | 0.923 ± 0.045 | 0.917 ± 0.045 | 0.883 ± 0.049 | 0.888 ± 0.048 | 0.913 ± 0.024 | 0.852 ± 0.043 |
| 15 | 0.993 ± 0.004 | 0.993 ± 0.004 | 0.993 ± 0.004 | 0.860 ± 0.092 | 0.990 ± 0.004 | 0.989 ± 0.004 | 0.993 ± 0.003 |
| 16 | 0.810 ± 0.142 | 0.753 ± 0.128 | 0.785 ± 0.148 | 0.862 ± 0.028 | 0.871 ± 0.042 | 0.877 ± 0.045 | 0.864 ± 0.058 |
| 17 | 0.812 ± 0.029 | 0.819 ± 0.038 | 0.812 ± 0.036 | 0.500 ± 0.000 | 0.827 ± 0.032 | 0.845 ± 0.028 | 0.500 ± 0.000 |
| 18 | 0.667 ± 0.038 | 0.658 ± 0.050 | 0.647 ± 0.062 | 0.500 ± 0.000 | 0.659 ± 0.104 | 0.714 ± 0.106 | 0.500 ± 0.000 |
| 19 | 0.767 ± 0.021 | 0.676 ± 0.030 | 0.767 ± 0.030 | 0.634 ± 0.013 | 0.754 ± 0.010 | 0.775 ± 0.013 | 0.546 ± 0.029 |
| 20 | 0.738 ± 0.107 | 0.752 ± 0.089 | 0.693 ± 0.135 | 0.790 ± 0.062 | 0.868 ± 0.065 | 0.868 ± 0.051 | 0.839 ± 0.059 |
| 21 | 0.799 ± 0.029 | 0.785 ± 0.026 | 0.784 ± 0.036 | 0.661 ± 0.059 | 0.796 ± 0.041 | 0.827 ± 0.042 | 0.690 ± 0.068 |
| 22 | 0.642 ± 0.078 | 0.675 ± 0.089 | 0.648 ± 0.097 | 0.503 ± 0.009 | 0.807 ± 0.051 | 0.802 ± 0.060 | 0.702 ± 0.092 |
| 23 | 0.751 ± 0.112 | 0.757 ± 0.096 | 0.716 ± 0.114 | 0.750 ± 0.077 | 0.852 ± 0.042 | 0.867 ± 0.045 | 0.856 ± 0.042 |
| 24 | 0.580 ± 0.017 | 0.553 ± 0.040 | 0.536 ± 0.029 | 0.500 ± 0.000 | 0.601 ± 0.015 | 0.599 ± 0.015 | 0.521 ± 0.042 |
| 25 | 0.633 ± 0.021 | 0.613 ± 0.034 | 0.622 ± 0.029 | 0.505 ± 0.007 | 0.642 ± 0.033 | 0.654 ± 0.030 | 0.510 ± 0.021 |
| 26 | 0.851 ± 0.032 | 0.834 ± 0.041 | 0.835 ± 0.033 | 0.598 ± 0.050 | 0.888 ± 0.026 | 0.892 ± 0.027 | 0.575 ± 0.075 |
| 27 | 0.746 ± 0.093 | 0.728 ± 0.086 | 0.752 ± 0.094 | 0.790 ± 0.066 | 0.872 ± 0.064 | 0.871 ± 0.052 | 0.782 ± 0.054 |
| 28 | 0.713 ± 0.075 | 0.702 ± 0.073 | 0.709 ± 0.069 | 0.704 ± 0.051 | 0.806 ± 0.038 | 0.813 ± 0.039 | 0.737 ± 0.095 |
| 29 | 0.670 ± 0.087 | 0.644 ± 0.069 | 0.675 ± 0.080 | 0.523 ± 0.068 | 0.768 ± 0.052 | 0.809 ± 0.067 | 0.705 ± 0.114 |
| 30 | 0.806 ± 0.128 | 0.738 ± 0.142 | 0.791 ± 0.117 | 0.500 ± 0.000 | 0.512 ± 0.038 | 0.511 ± 0.034 | 0.555 ± 0.056 |
| 31 | 0.737 ± 0.069 | 0.727 ± 0.089 | 0.697 ± 0.096 | 0.745 ± 0.072 | 0.862 ± 0.059 | 0.847 ± 0.045 | 0.813 ± 0.066 |
| 32 | 0.760 ± 0.034 | 0.752 ± 0.073 | 0.754 ± 0.081 | 0.512 ± 0.018 | 0.790 ± 0.074 | 0.862 ± 0.039 | 0.719 ± 0.120 |
| 33 | 0.621 ± 0.045 | 0.606 ± 0.041 | 0.590 ± 0.028 | 0.500 ± 0.000 | 0.531 ± 0.028 | 0.548 ± 0.023 | 0.500 ± 0.000 |
| 34 | 0.893 ± 0.024 | 0.875 ± 0.034 | 0.888 ± 0.029 | 0.569 ± 0.037 | 0.920 ± 0.040 | 0.867 ± 0.057 | 0.794 ± 0.056 |
| 35 | 0.780 ± 0.100 | 0.780 ± 0.081 | 0.755 ± 0.101 | 0.520 ± 0.040 | 0.835 ± 0.051 | 0.877 ± 0.041 | 0.800 ± 0.050 |
| 36 | 0.733 ± 0.051 | 0.689 ± 0.073 | 0.730 ± 0.042 | 0.503 ± 0.010 | 0.729 ± 0.088 | 0.797 ± 0.053 | 0.672 ± 0.089 |
| 37 | 0.655 ± 0.170 | 0.645 ± 0.157 | 0.588 ± 0.118 | 0.500 ± 0.000 | 0.885 ± 0.036 | 0.886 ± 0.042 | 0.500 ± 0.000 |
| 38 | 0.748 ± 0.089 | 0.713 ± 0.061 | 0.698 ± 0.103 | 0.765 ± 0.078 | 0.879 ± 0.040 | 0.890 ± 0.049 | 0.815 ± 0.063 |
| 39 | 0.735 ± 0.156 | 0.621 ± 0.112 | 0.748 ± 0.138 | 0.535 ± 0.078 | 0.522 ± 0.045 | 0.522 ± 0.045 | 0.522 ± 0.045 |
| 40 | 0.753 ± 0.044 | 0.654 ± 0.063 | 0.707 ± 0.071 | 0.508 ± 0.025 | 0.863 ± 0.051 | 0.817 ± 0.037 | 0.659 ± 0.093 |
| 41 | 0.722 ± 0.075 | 0.630 ± 0.091 | 0.696 ± 0.093 | 0.500 ± 0.000 | 0.558 ± 0.084 | 0.606 ± 0.106 | 0.774 ± 0.088 |
| 42 | 0.773 ± 0.063 | 0.729 ± 0.094 | 0.738 ± 0.103 | 0.730 ± 0.075 | 0.879 ± 0.056 | 0.842 ± 0.052 | 0.708 ± 0.062 |
| 43 | 0.996 ± 0.004 | 0.996 ± 0.004 | 0.996 ± 0.004 | 0.998 ± 0.003 | 0.996 ± 0.004 | 0.996 ± 0.004 | 0.996 ± 0.004 |
| 44 | 0.539 ± 0.019 | 0.513 ± 0.022 | 0.526 ± 0.025 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.507 ± 0.020 | 0.500 ± 0.000 |
| 45 | 0.577 ± 0.062 | 0.520 ± 0.030 | 0.532 ± 0.055 | 0.517 ± 0.033 | 0.552 ± 0.047 | 0.537 ± 0.037 | 0.544 ± 0.036 |
| 46 | 0.704 ± 0.050 | 0.695 ± 0.062 | 0.697 ± 0.059 | 0.700 ± 0.053 | 0.714 ± 0.052 | 0.692 ± 0.031 | 0.678 ± 0.050 |
| 47 | 0.671 ± 0.044 | 0.662 ± 0.054 | 0.655 ± 0.041 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.505 ± 0.010 | 0.502 ± 0.007 |
| 48 | 0.950 ± 0.022 | 0.950 ± 0.022 | 0.960 ± 0.020 | 0.500 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.985 ± 0.023 |
| 49 | 0.685 ± 0.149 | 0.500 ± 0.000 | 0.546 ± 0.092 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.723 ± 0.118 |
| 50 | 0.751 ± 0.090 | 0.619 ± 0.122 | 0.652 ± 0.096 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 |
| 51 | 0.820 ± 0.108 | 0.860 ± 0.080 | 0.830 ± 0.110 | 0.710 ± 0.114 | 0.780 ± 0.060 | 0.830 ± 0.078 | 0.920 ± 0.075 |
| 52 | 0.666 ± 0.108 | 0.542 ± 0.069 | 0.582 ± 0.148 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 |
| 53 | 0.734 ± 0.031 | 0.690 ± 0.077 | 0.710 ± 0.076 | 0.500 ± 0.000 | 0.774 ± 0.024 | 0.759 ± 0.029 | 0.749 ± 0.049 |
| 54 | 0.633 ± 0.145 | 0.550 ± 0.076 | 0.633 ± 0.125 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.533 ± 0.067 | 0.783 ± 0.197 |
| 55 | 0.618 ± 0.155 | 0.538 ± 0.164 | 0.504 ± 0.013 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 |
| 56 | 0.566 ± 0.052 | 0.504 ± 0.224 | 0.677 ± 0.142 | 0.500 ± 0.000 | 0.743 ± 0.063 | 0.500 ± 0.000 | 0.500 ± 0.000 |
| 57 | 0.864 ± 0.028 | 0.836 ± 0.010 | 0.860 ± 0.028 | 0.508 ± 0.020 | 0.877 ± 0.012 | 0.742 ± 0.038 | 0.518 ± 0.054 |
| 58 | 0.992 ± 0.023 | 0.988 ± 0.023 | 0.990 ± 0.024 | 0.938 ± 0.037 | 0.974 ± 0.032 | 0.979 ± 0.032 | 1.000 ± 0.000 |
| 59 | 0.531 ± 0.020 | 0.523 ± 0.015 | 0.533 ± 0.018 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 |
| 60 | 0.525 ± 0.050 | 0.512 ± 0.038 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.562 ± 0.062 | 0.525 ± 0.050 | 0.550 ± 0.083 |
| 61 | 0.991 ± 0.009 | 0.991 ± 0.009 | 0.989 ± 0.013 | 0.972 ± 0.019 | 0.979 ± 0.020 | 0.975 ± 0.019 | 0.991 ± 0.009 |
| 62 | 1.000 ± 0.000 | 0.994 ± 0.019 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.964 ± 0.058 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 63 | 0.645 ± 0.056 | 0.643 ± 0.050 | 0.638 ± 0.045 | 0.500 ± 0.000 | 0.563 ± 0.047 | 0.607 ± 0.077 | 0.507 ± 0.020 |
| 64 | 0.963 ± 0.018 | 0.965 ± 0.009 | 0.958 ± 0.025 | 0.500 ± 0.000 | 0.923 ± 0.034 | 0.916 ± 0.033 | 0.940 ± 0.022 |
| 65 | 0.599 ± 0.128 | 0.525 ± 0.074 | 0.541 ± 0.085 | 0.500 ± 0.000 | 0.858 ± 0.060 | 0.820 ± 0.122 | 0.818 ± 0.121 |
| 66 | 0.592 ± 0.041 | 0.585 ± 0.038 | 0.594 ± 0.040 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 |
| 67 | 0.713 ± 0.152 | 0.664 ± 0.115 | 0.692 ± 0.146 | 0.507 ± 0.021 | 0.521 ± 0.033 | 0.621 ± 0.064 | 0.621 ± 0.111 |
| 68 | 0.563 ± 0.041 | 0.520 ± 0.019 | 0.537 ± 0.030 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 |
| 69 | 0.967 ± 0.047 | 0.986 ± 0.030 | 0.976 ± 0.038 | 0.823 ± 0.154 | 0.990 ± 0.019 | 0.990 ± 0.019 | 0.990 ± 0.019 |
| 70 | 0.692 ± 0.053 | 0.548 ± 0.079 | 0.660 ± 0.087 | 0.500 ± 0.000 | 0.631 ± 0.071 | 0.634 ± 0.135 | 0.530 ± 0.053 |
| 71 | 0.564 ± 0.063 | 0.529 ± 0.064 | 0.508 ± 0.017 | 0.500 ± 0.000 | 0.577 ± 0.060 | 0.556 ± 0.075 | 0.500 ± 0.000 |
| 72 | 0.929 ± 0.044 | 0.929 ± 0.044 | 0.931 ± 0.046 | 0.866 ± 0.043 | 0.878 ± 0.036 | 0.886 ± 0.029 | 0.955 ± 0.041 |
| 73 | 0.576 ± 0.066 | 0.565 ± 0.054 | 0.568 ± 0.059 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 | 0.500 ± 0.000 |
| 74 | 0.983 ± 0.017 | 0.983 ± 0.017 | 0.983 ± 0.017 | 0.527 ± 0.033 | 0.990 ± 0.015 | 0.990 ± 0.015 | 0.993 ± 0.013 |
| 75 | 0.971 ± 0.045 | 0.980 ± 0.033 | 0.966 ± 0.045 | 0.752 ± 0.138 | 0.985 ± 0.022 | 0.985 ± 0.022 | 0.995 ± 0.015 |
| 76 | 1.000 ± 0.000 | 0.962 ± 0.077 | 1.000 ± 0.000 | 0.927 ± 0.115 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.993 ± 0.015 |
| 77 | 0.506 ± 0.017 | 0.518 ± 0.039 | 0.512 ± 0.024 | 0.500 ± 0.000 | 0.512 ± 0.024 | 0.518 ± 0.039 | 0.506 ± 0.017 |
| 78 | 0.977 ± 0.023 | 0.991 ± 0.018 | 0.977 ± 0.023 | 0.682 ± 0.054 | 0.982 ± 0.022 | 0.977 ± 0.023 | 0.977 ± 0.023 |
| ID | SEMOOS | SEMOOSb | SEMOOSbp | RS | SVM | FS | FSIRSVM |
|---|---|---|---|---|---|---|---|
| 1 | 0.175 ± 0.153 | 0.092 ± 0.095 | 0.160 ± 0.153 | 0.247 ± 0.149 | 0.346 ± 0.128 | 0.236 ± 0.162 | 0.000 ± 0.000 |
| 2 | 0.960 ± 0.014 | 0.961 ± 0.013 | 0.960 ± 0.016 | 0.971 ± 0.014 | 0.971 ± 0.014 | 0.959 ± 0.019 | 0.952 ± 0.019 |
| 3 | 0.701 ± 0.019 | 0.688 ± 0.018 | 0.693 ± 0.017 | 0.522 ± 0.056 | 0.698 ± 0.023 | 0.694 ± 0.017 | 0.617 ± 0.048 |
| 4 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 5 | 0.577 ± 0.089 | 0.538 ± 0.088 | 0.548 ± 0.082 | 0.323 ± 0.106 | 0.484 ± 0.050 | 0.513 ± 0.076 | 0.210 ± 0.214 |
| 6 | 0.530 ± 0.024 | 0.500 ± 0.023 | 0.521 ± 0.019 | 0.110 ± 0.077 | 0.493 ± 0.021 | 0.550 ± 0.031 | 0.000 ± 0.000 |
| 7 | 0.189 ± 0.145 | 0.159 ± 0.148 | 0.162 ± 0.153 | 0.095 ± 0.121 | 0.189 ± 0.168 | 0.252 ± 0.153 | 0.000 ± 0.000 |
| 8 | 0.947 ± 0.015 | 0.947 ± 0.012 | 0.949 ± 0.012 | 0.716 ± 0.049 | 0.938 ± 0.012 | 0.931 ± 0.010 | 0.857 ± 0.044 |
| 9 | 0.626 ± 0.045 | 0.566 ± 0.025 | 0.625 ± 0.035 | 0.260 ± 0.096 | 0.527 ± 0.044 | 0.507 ± 0.050 | 0.000 ± 0.000 |
| 10 | 0.579 ± 0.031 | 0.514 ± 0.039 | 0.545 ± 0.049 | 0.239 ± 0.118 | 0.436 ± 0.080 | 0.410 ± 0.102 | 0.000 ± 0.000 |
| 11 | 0.821 ± 0.047 | 0.802 ± 0.052 | 0.801 ± 0.060 | 0.814 ± 0.061 | 0.848 ± 0.065 | 0.847 ± 0.073 | 0.800 ± 0.054 |
| 12 | 0.947 ± 0.010 | 0.941 ± 0.010 | 0.949 ± 0.009 | 0.596 ± 0.063 | 0.936 ± 0.021 | 0.922 ± 0.020 | 0.895 ± 0.021 |
| 13 | 0.904 ± 0.052 | 0.894 ± 0.055 | 0.903 ± 0.058 | 0.875 ± 0.040 | 0.884 ± 0.054 | 0.921 ± 0.052 | 0.833 ± 0.066 |
| 14 | 0.895 ± 0.064 | 0.919 ± 0.050 | 0.912 ± 0.050 | 0.873 ± 0.056 | 0.879 ± 0.056 | 0.908 ± 0.027 | 0.838 ± 0.051 |
| 15 | 0.993 ± 0.004 | 0.993 ± 0.004 | 0.993 ± 0.004 | 0.839 ± 0.126 | 0.990 ± 0.004 | 0.989 ± 0.004 | 0.993 ± 0.003 |
| 16 | 0.739 ± 0.278 | 0.690 ± 0.182 | 0.703 ± 0.281 | 0.850 ± 0.033 | 0.860 ± 0.049 | 0.867 ± 0.051 | 0.852 ± 0.068 |
| 17 | 0.793 ± 0.037 | 0.802 ± 0.047 | 0.792 ± 0.045 | 0.000 ± 0.000 | 0.810 ± 0.039 | 0.833 ± 0.034 | 0.000 ± 0.000 |
| 18 | 0.587 ± 0.069 | 0.564 ± 0.103 | 0.544 ± 0.118 | 0.000 ± 0.000 | 0.497 ± 0.285 | 0.614 ± 0.247 | 0.000 ± 0.000 |
| 19 | 0.732 ± 0.029 | 0.594 ± 0.050 | 0.732 ± 0.041 | 0.518 ± 0.025 | 0.715 ± 0.014 | 0.743 ± 0.017 | 0.282 ± 0.111 |
| 20 | 0.652 ± 0.240 | 0.696 ± 0.149 | 0.560 ± 0.273 | 0.757 ± 0.083 | 0.855 ± 0.074 | 0.857 ± 0.060 | 0.822 ± 0.077 |
| 21 | 0.774 ± 0.038 | 0.756 ± 0.033 | 0.755 ± 0.048 | 0.558 ± 0.103 | 0.770 ± 0.053 | 0.809 ± 0.052 | 0.605 ± 0.122 |
| 22 | 0.498 ± 0.199 | 0.554 ± 0.215 | 0.480 ± 0.262 | 0.030 ± 0.089 | 0.781 ± 0.063 | 0.774 ± 0.078 | 0.598 ± 0.223 |
| 23 | 0.668 ± 0.245 | 0.680 ± 0.234 | 0.632 ± 0.188 | 0.698 ± 0.110 | 0.839 ± 0.050 | 0.856 ± 0.053 | 0.844 ± 0.049 |
| 24 | 0.402 ± 0.045 | 0.270 ± 0.186 | 0.219 ± 0.154 | 0.000 ± 0.000 | 0.453 ± 0.033 | 0.449 ± 0.032 | 0.093 ± 0.187 |
| 25 | 0.520 ± 0.041 | 0.474 ± 0.071 | 0.495 ± 0.058 | 0.063 ± 0.078 | 0.535 ± 0.062 | 0.557 ± 0.054 | 0.066 ± 0.133 |
| 26 | 0.838 ± 0.037 | 0.817 ± 0.050 | 0.819 ± 0.041 | 0.410 ± 0.166 | 0.881 ± 0.029 | 0.886 ± 0.031 | 0.288 ± 0.264 |
| 27 | 0.665 ± 0.229 | 0.663 ± 0.135 | 0.698 ± 0.136 | 0.756 ± 0.094 | 0.860 ± 0.073 | 0.861 ± 0.059 | 0.749 ± 0.071 |
| 28 | 0.645 ± 0.115 | 0.623 ± 0.134 | 0.639 ± 0.114 | 0.634 ± 0.079 | 0.782 ± 0.047 | 0.792 ± 0.049 | 0.651 ± 0.230 |
| 29 | 0.545 ± 0.214 | 0.504 ± 0.190 | 0.556 ± 0.208 | 0.067 ± 0.202 | 0.729 ± 0.071 | 0.781 ± 0.085 | 0.568 ± 0.294 |
| 30 | 0.766 ± 0.170 | 0.637 ± 0.271 | 0.749 ± 0.159 | 0.000 ± 0.000 | 0.050 ± 0.150 | 0.049 ± 0.148 | 0.234 ± 0.235 |
| 31 | 0.682 ± 0.108 | 0.658 ± 0.154 | 0.589 ± 0.225 | 0.691 ± 0.112 | 0.849 ± 0.070 | 0.833 ± 0.053 | 0.787 ± 0.088 |
| 32 | 0.721 ± 0.048 | 0.702 ± 0.117 | 0.698 ± 0.147 | 0.083 ± 0.127 | 0.756 ± 0.098 | 0.851 ± 0.046 | 0.625 ± 0.228 |
| 33 | 0.488 ± 0.089 | 0.455 ± 0.090 | 0.423 ± 0.072 | 0.000 ± 0.000 | 0.204 ± 0.146 | 0.292 ± 0.112 | 0.000 ± 0.000 |
| 34 | 0.887 ± 0.027 | 0.866 ± 0.039 | 0.882 ± 0.032 | 0.357 ± 0.101 | 0.916 ± 0.044 | 0.854 ± 0.068 | 0.763 ± 0.077 |
| 35 | 0.730 ± 0.163 | 0.738 ± 0.122 | 0.697 ± 0.155 | 0.089 ± 0.179 | 0.816 ± 0.061 | 0.868 ± 0.047 | 0.772 ± 0.067 |
| 36 | 0.682 ± 0.070 | 0.606 ± 0.119 | 0.678 ± 0.063 | 0.026 ± 0.077 | 0.661 ± 0.160 | 0.768 ± 0.072 | 0.550 ± 0.214 |
| 37 | 0.403 ± 0.386 | 0.421 ± 0.339 | 0.297 ± 0.298 | 0.000 ± 0.000 | 0.879 ± 0.041 | 0.880 ± 0.048 | 0.000 ± 0.000 |
| 38 | 0.689 ± 0.150 | 0.647 ± 0.094 | 0.563 ± 0.285 | 0.719 ± 0.115 | 0.870 ± 0.047 | 0.881 ± 0.054 | 0.790 ± 0.078 |
| 39 | 0.627 ± 0.278 | 0.403 ± 0.288 | 0.678 ± 0.188 | 0.115 ± 0.238 | 0.095 ± 0.190 | 0.095 ± 0.190 | 0.095 ± 0.190 |
| 40 | 0.711 ± 0.061 | 0.525 ± 0.189 | 0.634 ± 0.117 | 0.041 ± 0.122 | 0.851 ± 0.060 | 0.796 ± 0.046 | 0.503 ± 0.262 |
| 41 | 0.665 ± 0.110 | 0.470 ± 0.208 | 0.614 ± 0.152 | 0.000 ± 0.000 | 0.210 ± 0.269 | 0.367 ± 0.277 | 0.738 ± 0.118 |
| 42 | 0.737 ± 0.089 | 0.660 ± 0.153 | 0.648 ± 0.240 | 0.669 ± 0.111 | 0.869 ± 0.065 | 0.826 ± 0.061 | 0.641 ± 0.091 |
| 43 | 0.996 ± 0.004 | 0.996 ± 0.004 | 0.996 ± 0.004 | 0.998 ± 0.003 | 0.996 ± 0.004 | 0.996 ± 0.004 | 0.996 ± 0.004 |
| 44 | 0.264 ± 0.100 | 0.088 ± 0.137 | 0.176 ± 0.149 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.037 ± 0.110 | 0.000 ± 0.000 |
| 45 | 0.336 ± 0.230 | 0.115 ± 0.176 | 0.146 ± 0.228 | 0.082 ± 0.163 | 0.251 ± 0.209 | 0.197 ± 0.197 | 0.235 ± 0.192 |
| 46 | 0.637 ± 0.079 | 0.617 ± 0.107 | 0.623 ± 0.099 | 0.626 ± 0.086 | 0.649 ± 0.084 | 0.618 ± 0.052 | 0.590 ± 0.093 |
| 47 | 0.582 ± 0.083 | 0.561 ± 0.107 | 0.553 ± 0.077 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.044 ± 0.087 | 0.022 ± 0.065 |
| 48 | 0.948 ± 0.024 | 0.948 ± 0.024 | 0.959 ± 0.021 | 0.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.985 ± 0.024 |
| 49 | 0.504 ± 0.348 | 0.000 ± 0.000 | 0.138 ± 0.277 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.630 ± 0.241 |
| 50 | 0.698 ± 0.134 | 0.345 ± 0.347 | 0.488 ± 0.263 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 51 | 0.786 ± 0.148 | 0.843 ± 0.098 | 0.798 ± 0.152 | 0.577 ± 0.295 | 0.744 ± 0.081 | 0.807 ± 0.094 | 0.913 ± 0.084 |
| 52 | 0.532 ± 0.227 | 0.158 ± 0.245 | 0.239 ± 0.328 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 53 | 0.684 ± 0.046 | 0.580 ± 0.207 | 0.613 ± 0.209 | 0.000 ± 0.000 | 0.740 ± 0.033 | 0.719 ± 0.041 | 0.702 ± 0.073 |
| 54 | 0.389 ± 0.340 | 0.173 ± 0.265 | 0.394 ± 0.334 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.115 ± 0.231 | 0.654 ± 0.371 |
| 55 | 0.315 ± 0.390 | 0.488 ± 0.173 | 0.029 ± 0.088 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 56 | 0.330 ± 0.168 | 0.299 ± 0.310 | 0.553 ± 0.232 | 0.000 ± 0.000 | 0.690 ± 0.107 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 57 | 0.853 ± 0.033 | 0.820 ± 0.012 | 0.849 ± 0.033 | 0.050 ± 0.113 | 0.868 ± 0.013 | 0.695 ± 0.055 | 0.060 ± 0.181 |
| 58 | 0.992 ± 0.024 | 0.988 ± 0.024 | 0.989 ± 0.024 | 0.936 ± 0.039 | 0.973 ± 0.033 | 0.979 ± 0.033 | 1.000 ± 0.000 |
| 59 | 0.221 ± 0.119 | 0.192 ± 0.102 | 0.240 ± 0.095 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 60 | 0.100 ± 0.200 | 0.050 ± 0.150 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.250 ± 0.250 | 0.100 ± 0.200 | 0.171 ± 0.266 |
| 61 | 0.990 ± 0.010 | 0.990 ± 0.010 | 0.988 ± 0.013 | 0.971 ± 0.020 | 0.979 ± 0.020 | 0.975 ± 0.020 | 0.990 ± 0.010 |
| 62 | 1.000 ± 0.000 | 0.994 ± 0.019 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.962 ± 0.062 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 63 | 0.532 ± 0.105 | 0.529 ± 0.097 | 0.521 ± 0.096 | 0.000 ± 0.000 | 0.295 ± 0.200 | 0.405 ± 0.231 | 0.037 ± 0.111 |
| 64 | 0.962 ± 0.018 | 0.965 ± 0.009 | 0.956 ± 0.027 | 0.000 ± 0.000 | 0.919 ± 0.037 | 0.911 ± 0.036 | 0.938 ± 0.023 |
| 65 | 0.280 ± 0.347 | 0.070 ± 0.211 | 0.128 ± 0.258 | 0.000 ± 0.000 | 0.844 ± 0.069 | 0.756 ± 0.261 | 0.754 ± 0.260 |
| 66 | 0.419 ± 0.102 | 0.404 ± 0.096 | 0.424 ± 0.097 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 67 | 0.563 ± 0.332 | 0.499 ± 0.281 | 0.512 ± 0.350 | 0.038 ± 0.113 | 0.113 ± 0.173 | 0.458 ± 0.182 | 0.398 ± 0.290 |
| 68 | 0.312 ± 0.170 | 0.154 ± 0.129 | 0.225 ± 0.156 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 69 | 0.965 ± 0.050 | 0.985 ± 0.031 | 0.975 ± 0.040 | 0.749 ± 0.290 | 0.990 ± 0.020 | 0.990 ± 0.020 | 0.990 ± 0.020 |
| 70 | 0.613 ± 0.095 | 0.168 ± 0.261 | 0.541 ± 0.165 | 0.000 ± 0.000 | 0.475 ± 0.190 | 0.366 ± 0.367 | 0.129 ± 0.208 |
| 71 | 0.271 ± 0.235 | 0.104 ± 0.215 | 0.058 ± 0.115 | 0.000 ± 0.000 | 0.338 ± 0.201 | 0.209 ± 0.263 | 0.000 ± 0.000 |
| 72 | 0.925 ± 0.049 | 0.925 ± 0.049 | 0.927 ± 0.051 | 0.854 ± 0.050 | 0.868 ± 0.042 | 0.878 ± 0.032 | 0.953 ± 0.043 |
| 73 | 0.334 ± 0.204 | 0.294 ± 0.210 | 0.301 ± 0.217 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 74 | 0.983 ± 0.017 | 0.983 ± 0.017 | 0.983 ± 0.017 | 0.159 ± 0.168 | 0.990 ± 0.016 | 0.990 ± 0.016 | 0.993 ± 0.014 |
| 75 | 0.969 ± 0.049 | 0.980 ± 0.034 | 0.965 ± 0.048 | 0.632 ± 0.323 | 0.985 ± 0.023 | 0.985 ± 0.023 | 0.995 ± 0.015 |
| 76 | 1.000 ± 0.000 | 0.957 ± 0.086 | 1.000 ± 0.000 | 0.913 ± 0.145 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.992 ± 0.015 |
| 77 | 0.033 ± 0.100 | 0.083 ± 0.171 | 0.069 ± 0.137 | 0.000 ± 0.000 | 0.069 ± 0.137 | 0.083 ± 0.171 | 0.033 ± 0.100 |
| 78 | 0.977 ± 0.023 | 0.991 ± 0.019 | 0.977 ± 0.023 | 0.596 ± 0.092 | 0.981 ± 0.023 | 0.977 ± 0.023 | 0.977 ± 0.023 |
| ID | SEMOOS | SEMOOSb | SEMOOSbp | RS | SVM | FS | FSIRSVM |
|---|---|---|---|---|---|---|---|
| 1 | 0.061 ± 0.069 | 0.018 ± 0.021 | 0.055 ± 0.083 | 0.087 ± 0.097 | 0.163 ± 0.154 | 0.092 ± 0.111 | 0.000 ± 0.000 |
| 2 | 0.946 ± 0.025 | 0.951 ± 0.022 | 0.946 ± 0.026 | 0.968 ± 0.018 | 0.972 ± 0.020 | 0.951 ± 0.031 | 0.931 ± 0.028 |
| 3 | 0.551 ± 0.040 | 0.528 ± 0.035 | 0.540 ± 0.037 | 0.287 ± 0.060 | 0.546 ± 0.040 | 0.541 ± 0.037 | 0.405 ± 0.068 |
| 4 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 5 | 0.389 ± 0.123 | 0.331 ± 0.117 | 0.343 ± 0.101 | 0.117 ± 0.071 | 0.254 ± 0.052 | 0.291 ± 0.088 | 0.094 ± 0.101 |
| 6 | 0.300 ± 0.026 | 0.264 ± 0.024 | 0.289 ± 0.022 | 0.018 ± 0.019 | 0.255 ± 0.022 | 0.320 ± 0.037 | 0.000 ± 0.000 |
| 7 | 0.059 ± 0.060 | 0.049 ± 0.057 | 0.052 ± 0.062 | 0.025 ± 0.035 | 0.067 ± 0.070 | 0.092 ± 0.074 | 0.000 ± 0.000 |
| 8 | 0.917 ± 0.029 | 0.916 ± 0.028 | 0.920 ± 0.028 | 0.520 ± 0.071 | 0.885 ± 0.024 | 0.874 ± 0.018 | 0.751 ± 0.077 |
| 9 | 0.427 ± 0.069 | 0.340 ± 0.034 | 0.424 ± 0.051 | 0.077 ± 0.054 | 0.293 ± 0.054 | 0.273 ± 0.058 | 0.000 ± 0.000 |
| 10 | 0.361 ± 0.041 | 0.280 ± 0.043 | 0.320 ± 0.058 | 0.072 ± 0.050 | 0.206 ± 0.077 | 0.185 ± 0.081 | 0.000 ± 0.000 |
| 11 | 0.695 ± 0.081 | 0.660 ± 0.093 | 0.656 ± 0.108 | 0.680 ± 0.113 | 0.754 ± 0.127 | 0.762 ± 0.146 | 0.664 ± 0.109 |
| 12 | 0.917 ± 0.022 | 0.906 ± 0.023 | 0.923 ± 0.023 | 0.365 ± 0.074 | 0.902 ± 0.043 | 0.873 ± 0.037 | 0.814 ± 0.037 |
| 13 | 0.819 ± 0.094 | 0.802 ± 0.099 | 0.820 ± 0.106 | 0.767 ± 0.069 | 0.785 ± 0.097 | 0.853 ± 0.096 | 0.699 ± 0.113 |
| 14 | 0.805 ± 0.112 | 0.846 ± 0.091 | 0.834 ± 0.090 | 0.766 ± 0.097 | 0.777 ± 0.098 | 0.829 ± 0.051 | 0.705 ± 0.085 |
| 15 | 0.986 ± 0.008 | 0.987 ± 0.007 | 0.987 ± 0.007 | 0.720 ± 0.185 | 0.981 ± 0.008 | 0.978 ± 0.009 | 0.986 ± 0.006 |
| 16 | 0.639 ± 0.292 | 0.519 ± 0.265 | 0.584 ± 0.303 | 0.723 ± 0.057 | 0.745 ± 0.085 | 0.759 ± 0.092 | 0.745 ± 0.127 |
| 17 | 0.643 ± 0.061 | 0.658 ± 0.078 | 0.643 ± 0.076 | 0.000 ± 0.000 | 0.670 ± 0.067 | 0.708 ± 0.059 | 0.000 ± 0.000 |
| 18 | 0.359 ± 0.084 | 0.337 ± 0.108 | 0.319 ± 0.131 | 0.000 ± 0.000 | 0.338 ± 0.220 | 0.453 ± 0.225 | 0.000 ± 0.000 |
| 19 | 0.541 ± 0.043 | 0.356 ± 0.061 | 0.542 ± 0.061 | 0.269 ± 0.026 | 0.515 ± 0.019 | 0.555 ± 0.025 | 0.092 ± 0.058 |
| 20 | 0.490 ± 0.217 | 0.510 ± 0.181 | 0.390 ± 0.274 | 0.580 ± 0.125 | 0.740 ± 0.128 | 0.740 ± 0.102 | 0.690 ± 0.122 |
| 21 | 0.604 ± 0.058 | 0.577 ± 0.050 | 0.577 ± 0.071 | 0.323 ± 0.119 | 0.601 ± 0.084 | 0.664 ± 0.084 | 0.382 ± 0.138 |
| 22 | 0.291 ± 0.162 | 0.355 ± 0.179 | 0.300 ± 0.191 | 0.009 ± 0.027 | 0.618 ± 0.114 | 0.609 ± 0.122 | 0.409 ± 0.183 |
| 23 | 0.510 ± 0.226 | 0.520 ± 0.194 | 0.440 ± 0.233 | 0.500 ± 0.155 | 0.710 ± 0.083 | 0.740 ± 0.092 | 0.720 ± 0.087 |
| 24 | 0.164 ± 0.033 | 0.108 ± 0.082 | 0.072 ± 0.059 | 0.000 ± 0.000 | 0.208 ± 0.030 | 0.204 ± 0.028 | 0.044 ± 0.088 |
| 25 | 0.275 ± 0.042 | 0.232 ± 0.071 | 0.250 ± 0.061 | 0.010 ± 0.013 | 0.292 ± 0.070 | 0.317 ± 0.063 | 0.022 ± 0.045 |
| 26 | 0.711 ± 0.065 | 0.676 ± 0.086 | 0.678 ± 0.072 | 0.196 ± 0.101 | 0.786 ± 0.053 | 0.796 ± 0.057 | 0.153 ± 0.153 |
| 27 | 0.500 ± 0.190 | 0.460 ± 0.174 | 0.510 ± 0.192 | 0.580 ± 0.133 | 0.750 ± 0.128 | 0.750 ± 0.102 | 0.570 ± 0.110 |
| 28 | 0.433 ± 0.153 | 0.408 ± 0.146 | 0.425 ± 0.142 | 0.408 ± 0.102 | 0.617 ± 0.076 | 0.633 ± 0.076 | 0.483 ± 0.196 |
| 29 | 0.345 ± 0.176 | 0.291 ± 0.140 | 0.355 ± 0.165 | 0.045 ± 0.136 | 0.536 ± 0.103 | 0.618 ± 0.134 | 0.409 ± 0.227 |
| 30 | 0.620 ± 0.254 | 0.480 ± 0.280 | 0.590 ± 0.232 | 0.000 ± 0.000 | 0.025 ± 0.075 | 0.025 ± 0.075 | 0.110 ± 0.111 |
| 31 | 0.480 ± 0.140 | 0.460 ± 0.180 | 0.400 ± 0.195 | 0.490 ± 0.145 | 0.730 ± 0.119 | 0.700 ± 0.089 | 0.630 ± 0.135 |
| 32 | 0.526 ± 0.071 | 0.509 ± 0.150 | 0.510 ± 0.163 | 0.023 ± 0.035 | 0.584 ± 0.149 | 0.734 ± 0.079 | 0.451 ± 0.249 |
| 33 | 0.248 ± 0.091 | 0.216 ± 0.081 | 0.185 ± 0.057 | 0.000 ± 0.000 | 0.063 ± 0.057 | 0.098 ± 0.048 | 0.000 ± 0.000 |
| 34 | 0.796 ± 0.049 | 0.756 ± 0.068 | 0.784 ± 0.054 | 0.138 ± 0.075 | 0.842 ± 0.080 | 0.740 ± 0.120 | 0.589 ± 0.111 |
| 35 | 0.560 ± 0.201 | 0.560 ± 0.162 | 0.510 ± 0.202 | 0.040 ± 0.080 | 0.670 ± 0.100 | 0.760 ± 0.080 | 0.600 ± 0.100 |
| 36 | 0.474 ± 0.102 | 0.385 ± 0.149 | 0.468 ± 0.088 | 0.007 ± 0.020 | 0.465 ± 0.178 | 0.601 ± 0.110 | 0.352 ± 0.181 |
| 37 | 0.317 ± 0.349 | 0.298 ± 0.325 | 0.179 ± 0.243 | 0.000 ± 0.000 | 0.789 ± 0.071 | 0.790 ± 0.087 | 0.000 ± 0.000 |
| 38 | 0.500 ± 0.179 | 0.430 ± 0.127 | 0.400 ± 0.210 | 0.530 ± 0.155 | 0.760 ± 0.080 | 0.780 ± 0.098 | 0.630 ± 0.127 |
| 39 | 0.470 ± 0.312 | 0.245 ± 0.221 | 0.495 ± 0.276 | 0.070 ± 0.155 | 0.045 ± 0.091 | 0.045 ± 0.091 | 0.045 ± 0.091 |
| 40 | 0.513 ± 0.089 | 0.312 ± 0.129 | 0.418 ± 0.143 | 0.017 ± 0.050 | 0.730 ± 0.102 | 0.641 ± 0.075 | 0.324 ± 0.188 |
| 41 | 0.464 ± 0.157 | 0.264 ± 0.180 | 0.405 ± 0.186 | 0.000 ± 0.000 | 0.117 ± 0.167 | 0.212 ± 0.213 | 0.571 ± 0.171 |
| 42 | 0.560 ± 0.128 | 0.460 ± 0.191 | 0.480 ± 0.209 | 0.460 ± 0.150 | 0.760 ± 0.111 | 0.690 ± 0.104 | 0.420 ± 0.125 |
| 43 | 0.992 ± 0.008 | 0.992 ± 0.008 | 0.992 ± 0.008 | 0.997 ± 0.007 | 0.992 ± 0.008 | 0.992 ± 0.008 | 0.992 ± 0.008 |
| 44 | 0.080 ± 0.040 | 0.027 ± 0.044 | 0.053 ± 0.050 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.013 ± 0.040 | 0.000 ± 0.000 |
| 45 | 0.169 ± 0.130 | 0.045 ± 0.069 | 0.076 ± 0.125 | 0.033 ± 0.067 | 0.107 ± 0.095 | 0.079 ± 0.079 | 0.093 ± 0.076 |
| 46 | 0.414 ± 0.100 | 0.393 ± 0.125 | 0.400 ± 0.120 | 0.400 ± 0.107 | 0.429 ± 0.106 | 0.386 ± 0.065 | 0.357 ± 0.101 |
| 47 | 0.348 ± 0.090 | 0.329 ± 0.112 | 0.314 ± 0.086 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.010 ± 0.019 | 0.005 ± 0.014 |
| 48 | 0.900 ± 0.045 | 0.900 ± 0.045 | 0.920 ± 0.040 | 0.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.970 ± 0.046 |
| 49 | 0.383 ± 0.308 | 0.000 ± 0.000 | 0.100 ± 0.200 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.467 ± 0.245 |
| 50 | 0.510 ± 0.183 | 0.240 ± 0.246 | 0.310 ± 0.196 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 51 | 0.640 ± 0.215 | 0.720 ± 0.160 | 0.660 ± 0.220 | 0.420 ± 0.227 | 0.560 ± 0.120 | 0.660 ± 0.156 | 0.840 ± 0.150 |
| 52 | 0.335 ± 0.213 | 0.085 ± 0.138 | 0.165 ± 0.295 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 53 | 0.470 ± 0.064 | 0.380 ± 0.154 | 0.420 ± 0.154 | 0.000 ± 0.000 | 0.550 ± 0.050 | 0.520 ± 0.060 | 0.500 ± 0.100 |
| 54 | 0.267 ± 0.291 | 0.100 ± 0.153 | 0.267 ± 0.249 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.067 ± 0.133 | 0.567 ± 0.396 |
| 55 | 0.345 ± 0.431 | 0.645 ± 0.261 | 0.009 ± 0.026 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 56 | 0.138 ± 0.108 | 0.327 ± 0.345 | 0.389 ± 0.330 | 0.000 ± 0.000 | 0.488 ± 0.126 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 57 | 0.730 ± 0.056 | 0.672 ± 0.020 | 0.722 ± 0.056 | 0.015 ± 0.040 | 0.754 ± 0.023 | 0.487 ± 0.078 | 0.037 ± 0.110 |
| 58 | 0.985 ± 0.046 | 0.977 ± 0.047 | 0.979 ± 0.047 | 0.877 ± 0.073 | 0.949 ± 0.064 | 0.959 ± 0.063 | 1.000 ± 0.000 |
| 59 | 0.063 ± 0.040 | 0.047 ± 0.029 | 0.067 ± 0.035 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 60 | 0.050 ± 0.100 | 0.025 ± 0.075 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.125 ± 0.125 | 0.050 ± 0.100 | 0.100 ± 0.166 |
| 61 | 0.981 ± 0.019 | 0.981 ± 0.019 | 0.977 ± 0.025 | 0.943 ± 0.039 | 0.958 ± 0.039 | 0.951 ± 0.038 | 0.981 ± 0.019 |
| 62 | 1.000 ± 0.000 | 0.988 ± 0.038 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.929 ± 0.115 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 63 | 0.295 ± 0.114 | 0.291 ± 0.102 | 0.282 ± 0.093 | 0.000 ± 0.000 | 0.127 ± 0.095 | 0.218 ± 0.156 | 0.014 ± 0.041 |
| 64 | 0.926 ± 0.036 | 0.931 ± 0.018 | 0.916 ± 0.051 | 0.000 ± 0.000 | 0.847 ± 0.069 | 0.832 ± 0.066 | 0.881 ± 0.044 |
| 65 | 0.200 ± 0.256 | 0.050 ± 0.150 | 0.083 ± 0.171 | 0.000 ± 0.000 | 0.717 ± 0.119 | 0.642 ± 0.245 | 0.642 ± 0.245 |
| 66 | 0.186 ± 0.082 | 0.172 ± 0.077 | 0.190 ± 0.081 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 67 | 0.429 ± 0.306 | 0.329 ± 0.231 | 0.386 ± 0.293 | 0.014 ± 0.043 | 0.043 ± 0.065 | 0.243 ± 0.129 | 0.243 ± 0.222 |
| 68 | 0.127 ± 0.081 | 0.041 ± 0.037 | 0.075 ± 0.059 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 69 | 0.934 ± 0.094 | 0.972 ± 0.059 | 0.953 ± 0.077 | 0.645 ± 0.308 | 0.981 ± 0.038 | 0.981 ± 0.038 | 0.981 ± 0.038 |
| 70 | 0.385 ± 0.106 | 0.096 ± 0.158 | 0.320 ± 0.175 | 0.000 ± 0.000 | 0.262 ± 0.143 | 0.269 ± 0.271 | 0.060 ± 0.105 |
| 71 | 0.129 ± 0.126 | 0.057 ± 0.128 | 0.017 ± 0.033 | 0.000 ± 0.000 | 0.154 ± 0.120 | 0.113 ± 0.151 | 0.000 ± 0.000 |
| 72 | 0.857 ± 0.089 | 0.857 ± 0.089 | 0.862 ± 0.092 | 0.731 ± 0.085 | 0.755 ± 0.072 | 0.772 ± 0.057 | 0.911 ± 0.083 |
| 73 | 0.154 ± 0.133 | 0.131 ± 0.109 | 0.138 ± 0.118 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 74 | 0.967 ± 0.033 | 0.967 ± 0.033 | 0.967 ± 0.033 | 0.053 ± 0.065 | 0.980 ± 0.031 | 0.980 ± 0.031 | 0.987 ± 0.027 |
| 75 | 0.942 ± 0.091 | 0.961 ± 0.066 | 0.933 ± 0.089 | 0.505 ± 0.276 | 0.971 ± 0.044 | 0.971 ± 0.044 | 0.990 ± 0.030 |
| 76 | 1.000 ± 0.000 | 0.923 ± 0.154 | 1.000 ± 0.000 | 0.854 ± 0.229 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.985 ± 0.030 |
| 77 | 0.011 ± 0.033 | 0.036 ± 0.079 | 0.024 ± 0.047 | 0.000 ± 0.000 | 0.024 ± 0.047 | 0.036 ± 0.079 | 0.011 ± 0.033 |
| 78 | 0.955 ± 0.045 | 0.982 ± 0.036 | 0.955 ± 0.045 | 0.364 ± 0.108 | 0.964 ± 0.045 | 0.955 ± 0.045 | 0.955 ± 0.045 |
| ID | SEMOOS | SEMOOSb | SEMOOSbp | RS | SVM | FS | FSIRSVM |
|---|---|---|---|---|---|---|---|
| 1 | 0.942 ± 0.051 | 0.965 ± 0.037 | 0.962 ± 0.054 | 0.984 ± 0.026 | 0.929 ± 0.101 | 0.958 ± 0.061 | 0.986 ± 0.027 |
| 2 | 0.974 ± 0.011 | 0.973 ± 0.014 | 0.975 ± 0.011 | 0.973 ± 0.013 | 0.969 ± 0.011 | 0.968 ± 0.009 | 0.973 ± 0.013 |
| 3 | 0.892 ± 0.024 | 0.898 ± 0.019 | 0.891 ± 0.024 | 0.965 ± 0.013 | 0.892 ± 0.021 | 0.892 ± 0.024 | 0.946 ± 0.016 |
| 4 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 5 | 0.885 ± 0.044 | 0.906 ± 0.040 | 0.899 ± 0.036 | 0.989 ± 0.012 | 0.931 ± 0.026 | 0.928 ± 0.030 | 0.978 ± 0.026 |
| 6 | 0.939 ± 0.005 | 0.948 ± 0.009 | 0.941 ± 0.010 | 0.998 ± 0.003 | 0.956 ± 0.007 | 0.947 ± 0.010 | 1.000 ± 0.000 |
| 7 | 0.979 ± 0.024 | 0.980 ± 0.022 | 0.982 ± 0.023 | 0.987 ± 0.021 | 0.976 ± 0.022 | 0.964 ± 0.024 | 1.000 ± 0.000 |
| 8 | 0.980 ± 0.008 | 0.981 ± 0.010 | 0.979 ± 0.009 | 0.991 ± 0.006 | 0.993 ± 0.005 | 0.990 ± 0.006 | 0.979 ± 0.009 |
| 9 | 0.927 ± 0.024 | 0.946 ± 0.028 | 0.927 ± 0.022 | 0.994 ± 0.007 | 0.956 ± 0.024 | 0.955 ± 0.019 | 1.000 ± 0.000 |
| 10 | 0.931 ± 0.010 | 0.948 ± 0.014 | 0.937 ± 0.012 | 0.996 ± 0.007 | 0.966 ± 0.028 | 0.974 ± 0.023 | 1.000 ± 0.000 |
| 11 | 0.974 ± 0.022 | 0.979 ± 0.018 | 0.984 ± 0.016 | 0.982 ± 0.020 | 0.962 ± 0.030 | 0.953 ± 0.034 | 0.972 ± 0.029 |
| 12 | 0.978 ± 0.008 | 0.977 ± 0.008 | 0.977 ± 0.006 | 0.983 ± 0.013 | 0.972 ± 0.008 | 0.973 ± 0.007 | 0.985 ± 0.006 |
| 13 | 1.000 ± 0.000 | 0.999 ± 0.003 | 0.999 ± 0.003 | 1.000 ± 0.000 | 0.999 ± 0.003 | 0.998 ± 0.004 | 0.999 ± 0.003 |
| 14 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.999 ± 0.003 | 0.997 ± 0.007 | 1.000 ± 0.000 |
| 15 | 0.999 ± 0.000 | 0.999 ± 0.001 | 0.999 ± 0.001 | 1.000 ± 0.000 | 0.999 ± 0.001 | 0.999 ± 0.001 | 0.999 ± 0.001 |
| 16 | 0.982 ± 0.013 | 0.987 ± 0.012 | 0.985 ± 0.011 | 1.000 ± 0.000 | 0.997 ± 0.005 | 0.995 ± 0.005 | 0.983 ± 0.013 |
| 17 | 0.980 ± 0.004 | 0.979 ± 0.004 | 0.981 ± 0.005 | 1.000 ± 0.000 | 0.983 ± 0.004 | 0.981 ± 0.004 | 1.000 ± 0.000 |
| 18 | 0.975 ± 0.017 | 0.979 ± 0.014 | 0.975 ± 0.016 | 1.000 ± 0.000 | 0.979 ± 0.019 | 0.975 ± 0.020 | 1.000 ± 0.000 |
| 19 | 0.993 ± 0.002 | 0.996 ± 0.001 | 0.992 ± 0.003 | 0.998 ± 0.001 | 0.993 ± 0.001 | 0.995 ± 0.001 | 1.000 ± 0.000 |
| 20 | 0.987 ± 0.019 | 0.994 ± 0.007 | 0.997 ± 0.007 | 1.000 ± 0.000 | 0.996 ± 0.005 | 0.997 ± 0.005 | 0.989 ± 0.010 |
| 21 | 0.994 ± 0.005 | 0.993 ± 0.004 | 0.991 ± 0.006 | 0.999 ± 0.002 | 0.991 ± 0.009 | 0.990 ± 0.010 | 0.998 ± 0.004 |
| 22 | 0.993 ± 0.015 | 0.996 ± 0.007 | 0.995 ± 0.015 | 0.997 ± 0.009 | 0.995 ± 0.015 | 0.994 ± 0.010 | 0.995 ± 0.015 |
| 23 | 0.992 ± 0.011 | 0.995 ± 0.007 | 0.991 ± 0.014 | 1.000 ± 0.000 | 0.995 ± 0.007 | 0.993 ± 0.009 | 0.992 ± 0.007 |
| 24 | 0.996 ± 0.003 | 0.998 ± 0.003 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.993 ± 0.004 | 0.993 ± 0.004 | 0.998 ± 0.004 |
| 25 | 0.991 ± 0.004 | 0.994 ± 0.006 | 0.994 ± 0.004 | 1.000 ± 0.000 | 0.992 ± 0.004 | 0.990 ± 0.005 | 0.998 ± 0.003 |
| 26 | 0.991 ± 0.004 | 0.992 ± 0.005 | 0.991 ± 0.006 | 1.000 ± 0.001 | 0.990 ± 0.004 | 0.988 ± 0.004 | 0.998 ± 0.003 |
| 27 | 0.992 ± 0.009 | 0.996 ± 0.005 | 0.993 ± 0.009 | 1.000 ± 0.000 | 0.993 ± 0.005 | 0.992 ± 0.005 | 0.995 ± 0.005 |
| 28 | 0.992 ± 0.009 | 0.996 ± 0.007 | 0.994 ± 0.009 | 1.000 ± 0.000 | 0.995 ± 0.005 | 0.994 ± 0.006 | 0.990 ± 0.012 |
| 29 | 0.994 ± 0.012 | 0.997 ± 0.006 | 0.996 ± 0.012 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.999 ± 0.003 | 1.000 ± 0.000 |
| 30 | 0.993 ± 0.011 | 0.995 ± 0.010 | 0.993 ± 0.011 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.998 ± 0.007 | 1.000 ± 0.000 |
| 31 | 0.995 ± 0.007 | 0.995 ± 0.007 | 0.994 ± 0.007 | 1.000 ± 0.000 | 0.995 ± 0.005 | 0.995 ± 0.005 | 0.996 ± 0.005 |
| 32 | 0.995 ± 0.008 | 0.996 ± 0.006 | 0.997 ± 0.004 | 1.000 ± 0.000 | 0.997 ± 0.006 | 0.990 ± 0.011 | 0.988 ± 0.010 |
| 33 | 0.993 ± 0.004 | 0.995 ± 0.005 | 0.995 ± 0.004 | 1.000 ± 0.000 | 0.999 ± 0.002 | 0.997 ± 0.003 | 1.000 ± 0.000 |
| 34 | 0.990 ± 0.005 | 0.994 ± 0.004 | 0.992 ± 0.005 | 1.000 ± 0.000 | 0.999 ± 0.002 | 0.993 ± 0.007 | 0.999 ± 0.002 |
| 35 | 0.999 ± 0.003 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.999 ± 0.003 | 0.994 ± 0.007 | 1.000 ± 0.000 |
| 36 | 0.992 ± 0.007 | 0.992 ± 0.007 | 0.992 ± 0.007 | 1.000 ± 0.000 | 0.994 ± 0.005 | 0.992 ± 0.006 | 0.992 ± 0.006 |
| 37 | 0.993 ± 0.009 | 0.992 ± 0.010 | 0.997 ± 0.008 | 1.000 ± 0.000 | 0.982 ± 0.007 | 0.983 ± 0.005 | 1.000 ± 0.000 |
| 38 | 0.995 ± 0.011 | 0.996 ± 0.011 | 0.995 ± 0.011 | 1.000 ± 0.000 | 0.998 ± 0.004 | 0.999 ± 0.003 | 1.000 ± 0.000 |
| 39 | 1.000 ± 0.000 | 0.998 ± 0.006 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 40 | 0.993 ± 0.007 | 0.997 ± 0.003 | 0.996 ± 0.003 | 1.000 ± 0.000 | 0.997 ± 0.003 | 0.992 ± 0.005 | 0.993 ± 0.003 |
| 41 | 0.980 ± 0.014 | 0.996 ± 0.008 | 0.988 ± 0.011 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.977 ± 0.019 |
| 42 | 0.986 ± 0.019 | 0.998 ± 0.003 | 0.996 ± 0.005 | 1.000 ± 0.000 | 0.998 ± 0.003 | 0.994 ± 0.006 | 0.997 ± 0.005 |
| 43 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 44 | 0.998 ± 0.006 | 0.999 ± 0.003 | 1.000 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 45 | 0.985 ± 0.020 | 0.994 ± 0.018 | 0.987 ± 0.018 | 1.000 ± 0.000 | 0.997 ± 0.009 | 0.995 ± 0.015 | 0.995 ± 0.015 |
| 46 | 0.995 ± 0.005 | 0.997 ± 0.003 | 0.995 ± 0.005 | 1.000 ± 0.001 | 0.999 ± 0.004 | 0.998 ± 0.005 | 0.999 ± 0.002 |
| 47 | 0.994 ± 0.004 | 0.995 ± 0.005 | 0.995 ± 0.005 | 1.000 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 48 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 49 | 0.988 ± 0.027 | 1.000 ± 0.000 | 0.992 ± 0.025 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.979 ± 0.026 |
| 50 | 0.992 ± 0.005 | 0.998 ± 0.005 | 0.993 ± 0.008 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 51 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 52 | 0.997 ± 0.004 | 0.999 ± 0.003 | 0.999 ± 0.003 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 53 | 0.999 ± 0.002 | 1.000 ± 0.001 | 0.999 ± 0.002 | 1.000 ± 0.000 | 0.998 ± 0.002 | 0.998 ± 0.002 | 0.998 ± 0.002 |
| 54 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.999 ± 0.004 |
| 55 | 0.890 ± 0.154 | 0.430 ± 0.242 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 56 | 0.993 ± 0.006 | 0.682 ± 0.395 | 0.965 ± 0.052 | 1.000 ± 0.000 | 0.998 ± 0.003 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 57 | 0.999 ± 0.001 | 1.000 ± 0.000 | 0.999 ± 0.001 | 1.000 ± 0.000 | 0.999 ± 0.001 | 0.997 ± 0.003 | 1.000 ± 0.001 |
| 58 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 59 | 0.998 ± 0.002 | 0.999 ± 0.001 | 0.999 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 60 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 61 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 62 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 63 | 0.995 ± 0.003 | 0.995 ± 0.003 | 0.994 ± 0.003 | 1.000 ± 0.000 | 0.998 ± 0.003 | 0.997 ± 0.003 | 1.000 ± 0.001 |
| 64 | 0.999 ± 0.001 | 1.000 ± 0.001 | 0.999 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 65 | 0.997 ± 0.004 | 0.999 ± 0.002 | 0.999 ± 0.003 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.998 ± 0.003 | 0.993 ± 0.005 |
| 66 | 0.998 ± 0.002 | 0.999 ± 0.001 | 0.998 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 67 | 0.998 ± 0.003 | 1.000 ± 0.001 | 0.998 ± 0.002 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.001 |
| 68 | 0.998 ± 0.002 | 0.999 ± 0.001 | 0.999 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 69 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 70 | 1.000 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.999 ± 0.001 | 1.000 ± 0.000 |
| 71 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 72 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 73 | 0.998 ± 0.001 | 0.999 ± 0.001 | 0.998 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 74 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 75 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 76 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 77 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 78 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| ID | SEMOOS | SEMOOSb | SEMOOSbp | RS | SVM | FS | FSIRSVM |
|---|---|---|---|---|---|---|---|
| 1 | 0.228 ± 0.194 | 0.147 ± 0.202 | 0.333 ± 0.330 | 0.800 ± 0.307 | 0.735 ± 0.229 | 0.572 ± 0.358 | 0.000 ± 0.000 |
| 2 | 0.952 ± 0.020 | 0.950 ± 0.025 | 0.953 ± 0.020 | 0.951 ± 0.023 | 0.945 ± 0.019 | 0.942 ± 0.017 | 0.950 ± 0.024 |
| 3 | 0.736 ± 0.035 | 0.738 ± 0.027 | 0.730 ± 0.034 | 0.820 ± 0.047 | 0.733 ± 0.035 | 0.732 ± 0.035 | 0.804 ± 0.034 |
| 4 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 5 | 0.623 ± 0.094 | 0.637 ± 0.094 | 0.621 ± 0.089 | 0.803 ± 0.231 | 0.645 ± 0.102 | 0.669 ± 0.095 | 0.339 ± 0.344 |
| 6 | 0.667 ± 0.031 | 0.673 ± 0.041 | 0.666 ± 0.034 | 0.716 ± 0.372 | 0.701 ± 0.042 | 0.710 ± 0.032 | 0.000 ± 0.000 |
| 7 | 0.396 ± 0.310 | 0.328 ± 0.317 | 0.358 ± 0.334 | 0.174 ± 0.229 | 0.309 ± 0.260 | 0.359 ± 0.213 | 0.000 ± 0.000 |
| 8 | 0.940 ± 0.022 | 0.944 ± 0.026 | 0.938 ± 0.024 | 0.955 ± 0.028 | 0.978 ± 0.016 | 0.970 ± 0.020 | 0.927 ± 0.027 |
| 9 | 0.676 ± 0.054 | 0.702 ± 0.103 | 0.673 ± 0.066 | 0.870 ± 0.109 | 0.714 ± 0.090 | 0.683 ± 0.078 | 0.000 ± 0.000 |
| 10 | 0.637 ± 0.031 | 0.648 ± 0.068 | 0.629 ± 0.041 | 0.832 ± 0.296 | 0.740 ± 0.153 | 0.777 ± 0.150 | 0.000 ± 0.000 |
| 11 | 0.900 ± 0.069 | 0.916 ± 0.061 | 0.934 ± 0.058 | 0.932 ± 0.064 | 0.873 ± 0.081 | 0.852 ± 0.086 | 0.896 ± 0.071 |
| 12 | 0.929 ± 0.022 | 0.924 ± 0.025 | 0.926 ± 0.017 | 0.867 ± 0.087 | 0.909 ± 0.021 | 0.909 ± 0.021 | 0.944 ± 0.022 |
| 13 | 1.000 ± 0.000 | 0.993 ± 0.020 | 0.994 ± 0.017 | 1.000 ± 0.000 | 0.993 ± 0.020 | 0.988 ± 0.025 | 0.993 ± 0.021 |
| 14 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.994 ± 0.019 | 0.982 ± 0.038 | 1.000 ± 0.000 |
| 15 | 0.996 ± 0.003 | 0.997 ± 0.003 | 0.995 ± 0.005 | 1.000 ± 0.000 | 0.997 ± 0.003 | 0.997 ± 0.003 | 0.996 ± 0.005 |
| 16 | 0.761 ± 0.260 | 0.876 ± 0.091 | 0.774 ± 0.266 | 1.000 ± 0.000 | 0.975 ± 0.039 | 0.959 ± 0.042 | 0.883 ± 0.063 |
| 17 | 0.804 ± 0.023 | 0.797 ± 0.020 | 0.809 ± 0.028 | 0.000 ± 0.000 | 0.836 ± 0.022 | 0.826 ± 0.025 | 0.000 ± 0.000 |
| 18 | 0.666 ± 0.138 | 0.669 ± 0.110 | 0.614 ± 0.133 | 0.000 ± 0.000 | 0.533 ± 0.295 | 0.652 ± 0.254 | 0.000 ± 0.000 |
| 19 | 0.897 ± 0.015 | 0.920 ± 0.021 | 0.893 ± 0.026 | 0.950 ± 0.030 | 0.899 ± 0.016 | 0.920 ± 0.011 | 0.976 ± 0.023 |
| 20 | 0.749 ± 0.300 | 0.927 ± 0.090 | 0.863 ± 0.297 | 1.000 ± 0.000 | 0.948 ± 0.064 | 0.965 ± 0.055 | 0.884 ± 0.089 |
| 21 | 0.913 ± 0.060 | 0.903 ± 0.052 | 0.885 ± 0.076 | 0.972 ± 0.044 | 0.896 ± 0.084 | 0.890 ± 0.090 | 0.966 ± 0.056 |
| 22 | 0.816 ± 0.318 | 0.838 ± 0.298 | 0.729 ± 0.421 | 0.025 ± 0.075 | 0.967 ± 0.100 | 0.933 ± 0.104 | 0.844 ± 0.327 |
| 23 | 0.806 ± 0.295 | 0.833 ± 0.290 | 0.888 ± 0.144 | 1.000 ± 0.000 | 0.939 ± 0.077 | 0.934 ± 0.085 | 0.920 ± 0.070 |
| 24 | 0.837 ± 0.120 | 0.635 ± 0.426 | 0.700 ± 0.458 | 0.000 ± 0.000 | 0.783 ± 0.108 | 0.779 ± 0.113 | 0.138 ± 0.276 |
| 25 | 0.778 ± 0.084 | 0.830 ± 0.116 | 0.830 ± 0.066 | 0.400 ± 0.490 | 0.808 ± 0.070 | 0.797 ± 0.083 | 0.123 ± 0.245 |
| 26 | 0.899 ± 0.034 | 0.907 ± 0.050 | 0.904 ± 0.052 | 0.887 ± 0.297 | 0.901 ± 0.035 | 0.878 ± 0.029 | 0.544 ± 0.448 |
| 27 | 0.807 ± 0.285 | 0.937 ± 0.080 | 0.924 ± 0.102 | 1.000 ± 0.000 | 0.929 ± 0.060 | 0.916 ± 0.057 | 0.929 ± 0.073 |
| 28 | 0.872 ± 0.129 | 0.946 ± 0.107 | 0.905 ± 0.125 | 1.000 ± 0.000 | 0.941 ± 0.060 | 0.918 ± 0.078 | 0.786 ± 0.287 |
| 29 | 0.802 ± 0.307 | 0.847 ± 0.303 | 0.860 ± 0.310 | 0.100 ± 0.300 | 1.000 ± 0.000 | 0.988 ± 0.038 | 0.800 ± 0.400 |
| 30 | 0.900 ± 0.166 | 0.875 ± 0.301 | 0.900 ± 0.166 | 0.000 ± 0.000 | 0.100 ± 0.300 | 0.050 ± 0.150 | 0.500 ± 0.500 |
| 31 | 0.927 ± 0.093 | 0.923 ± 0.101 | 0.799 ± 0.286 | 1.000 ± 0.000 | 0.939 ± 0.064 | 0.937 ± 0.064 | 0.949 ± 0.063 |
| 32 | 0.931 ± 0.093 | 0.948 ± 0.066 | 0.962 ± 0.058 | 0.300 ± 0.458 | 0.958 ± 0.068 | 0.897 ± 0.098 | 0.863 ± 0.114 |
| 33 | 0.800 ± 0.094 | 0.816 ± 0.165 | 0.821 ± 0.126 | 0.000 ± 0.000 | 0.617 ± 0.422 | 0.763 ± 0.288 | 0.000 ± 0.000 |
| 34 | 0.892 ± 0.051 | 0.923 ± 0.041 | 0.911 ± 0.056 | 1.000 ± 0.000 | 0.985 ± 0.026 | 0.931 ± 0.067 | 0.983 ± 0.034 |
| 35 | 0.988 ± 0.038 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.200 ± 0.400 | 0.986 ± 0.043 | 0.930 ± 0.076 | 1.000 ± 0.000 |
| 36 | 0.851 ± 0.097 | 0.842 ± 0.112 | 0.869 ± 0.097 | 0.100 ± 0.300 | 0.893 ± 0.080 | 0.894 ± 0.065 | 0.741 ± 0.264 |
| 37 | 0.513 ± 0.427 | 0.707 ± 0.370 | 0.556 ± 0.462 | 0.000 ± 0.000 | 0.800 ± 0.064 | 0.809 ± 0.043 | 0.000 ± 0.000 |
| 38 | 0.943 ± 0.125 | 0.960 ± 0.120 | 0.740 ± 0.390 | 1.000 ± 0.000 | 0.976 ± 0.047 | 0.989 ± 0.033 | 1.000 ± 0.000 |
| 39 | 0.900 ± 0.300 | 0.700 ± 0.458 | 1.000 ± 0.000 | 0.200 ± 0.400 | 0.200 ± 0.400 | 0.200 ± 0.400 | 0.200 ± 0.400 |
| 40 | 0.875 ± 0.114 | 0.817 ± 0.283 | 0.911 ± 0.076 | 0.100 ± 0.300 | 0.952 ± 0.049 | 0.874 ± 0.067 | 0.650 ± 0.327 |
| 41 | 0.694 ± 0.178 | 0.783 ± 0.350 | 0.730 ± 0.212 | 0.000 ± 0.000 | 0.400 ± 0.490 | 0.700 ± 0.458 | 0.704 ± 0.240 |
| 42 | 0.835 ± 0.207 | 0.975 ± 0.051 | 0.834 ± 0.290 | 1.000 ± 0.000 | 0.975 ± 0.050 | 0.904 ± 0.088 | 0.927 ± 0.128 |
| 43 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 44 | 0.800 ± 0.340 | 0.267 ± 0.416 | 0.567 ± 0.473 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.100 ± 0.300 | 0.000 ± 0.000 |
| 45 | 0.472 ± 0.403 | 0.214 ± 0.395 | 0.108 ± 0.175 | 0.200 ± 0.400 | 0.525 ± 0.480 | 0.417 ± 0.479 | 0.517 ± 0.486 |
| 46 | 0.850 ± 0.136 | 0.919 ± 0.090 | 0.851 ± 0.131 | 0.989 ± 0.033 | 0.973 ± 0.082 | 0.947 ± 0.115 | 0.971 ± 0.059 |
| 47 | 0.793 ± 0.110 | 0.843 ± 0.133 | 0.838 ± 0.142 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.200 ± 0.400 | 0.100 ± 0.300 |
| 48 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 49 | 0.570 ± 0.452 | 0.000 ± 0.000 | 0.120 ± 0.299 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.603 ± 0.355 |
| 50 | 0.805 ± 0.134 | 0.433 ± 0.448 | 0.608 ± 0.354 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 51 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.800 ± 0.400 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 52 | 0.817 ± 0.320 | 0.300 ± 0.458 | 0.400 ± 0.490 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 53 | 0.952 ± 0.073 | 0.883 ± 0.299 | 0.869 ± 0.296 | 0.000 ± 0.000 | 0.926 ± 0.074 | 0.924 ± 0.077 | 0.926 ± 0.074 |
| 54 | 0.600 ± 0.490 | 0.300 ± 0.458 | 0.600 ± 0.490 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.200 ± 0.400 | 0.775 ± 0.394 |
| 55 | 0.054 ± 0.074 | 0.059 ± 0.037 | 0.075 ± 0.225 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 56 | 0.455 ± 0.272 | 0.104 ± 0.143 | 0.470 ± 0.227 | 0.000 ± 0.000 | 0.932 ± 0.094 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 57 | 0.959 ± 0.027 | 1.000 ± 0.000 | 0.962 ± 0.032 | 0.200 ± 0.400 | 0.971 ± 0.025 | 0.876 ± 0.087 | 0.079 ± 0.238 |
| 58 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 59 | 0.593 ± 0.358 | 0.617 ± 0.373 | 0.608 ± 0.274 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 60 | 0.200 ± 0.400 | 0.100 ± 0.300 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.500 ± 0.500 | 0.200 ± 0.400 | 0.300 ± 0.458 |
| 61 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 62 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 63 | 0.652 ± 0.137 | 0.685 ± 0.144 | 0.643 ± 0.157 | 0.000 ± 0.000 | 0.561 ± 0.410 | 0.596 ± 0.334 | 0.050 ± 0.150 |
| 64 | 0.973 ± 0.031 | 0.990 ± 0.021 | 0.980 ± 0.024 | 0.000 ± 0.000 | 0.990 ± 0.020 | 1.000 ± 0.000 | 0.989 ± 0.014 |
| 65 | 0.333 ± 0.422 | 0.067 ± 0.200 | 0.167 ± 0.342 | 0.000 ± 0.000 | 1.000 ± 0.000 | 0.817 ± 0.300 | 0.668 ± 0.268 |
| 66 | 0.741 ± 0.171 | 0.759 ± 0.155 | 0.717 ± 0.171 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 67 | 0.690 ± 0.360 | 0.775 ± 0.394 | 0.597 ± 0.406 | 0.100 ± 0.300 | 0.300 ± 0.458 | 0.900 ± 0.300 | 0.683 ± 0.450 |
| 68 | 0.597 ± 0.339 | 0.400 ± 0.382 | 0.600 ± 0.442 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 69 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.900 ± 0.300 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 70 | 0.971 ± 0.057 | 0.300 ± 0.458 | 1.000 ± 0.000 | 0.000 ± 0.000 | 0.900 ± 0.300 | 0.458 ± 0.464 | 0.300 ± 0.458 |
| 71 | 0.600 ± 0.490 | 0.200 ± 0.400 | 0.200 ± 0.400 | 0.000 ± 0.000 | 0.800 ± 0.400 | 0.400 ± 0.490 | 0.000 ± 0.000 |
| 72 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 73 | 0.453 ± 0.279 | 0.412 ± 0.321 | 0.352 ± 0.249 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 | 0.000 ± 0.000 |
| 74 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.500 ± 0.500 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 75 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 0.800 ± 0.400 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 76 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
| 77 | 0.100 ± 0.300 | 0.200 ± 0.400 | 0.200 ± 0.400 | 0.000 ± 0.000 | 0.200 ± 0.400 | 0.200 ± 0.400 | 0.100 ± 0.300 |
| 78 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 |
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Methods.
- SEMOOS - moo_ensemble_SW.py
- SEMOOSb - moo_ensemble_bootstrap.py
- SEMOOSbp - moo_ensemble_bootstrap_pruned.py
- RS - random_subspace_ensemble.py
- FS and FSIRSVM - feature_selection_clf.py
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Pre-experiment: setting hyperparameters of the method.
- experiment0_set_crossmut.py
- analysis0_set_crossmut.py
- experiment0_set_featboot.py
- analysis0_set_featboot.py
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Experiments: each file is only used for specific parts of datasets divided according to Imbalance Ratio (IR > 9 higher, IR < 9 lower).
- experiment5_cross_val_in_opt_9h.py
- experiment5_cross_val_in_opt_9l.py
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Analyses: each file is only used for specific parts of datasets divided according to Imbalance Ratio (IR > 9 higher, IR < 9 lower).
- analysis5_9higher.py
- analysis5_9lower.py
- results_tables.py - creation of .tex tables with results
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Results folder:
- raw results of all metrics
- diversity
- pareto
- scatter
- ranking Wilcoxon