From: Application of variable selection and dimension reduction on predictors of MSE’s development
No. | X’s | CANOVA P-value | MIC | Persons correlation | Spearman correlation | Chi-square | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
K = 2 | K = 4 | K = 6 | K = 8 | K = 10 | K = 20 | K = 30 | K = 40 | K = 50 | Value | P-value | Value | P-value | Value | P-value | |||
1 | c1 | 0.513 | 0.599 | 0.719 | 0.717 | 0.724 | 0.634 | 0.624 | 0.627 | 0.627 | 0.063 | − 0.086 | 0.25 | − 0.078 | 0.297 | 11.579 | 0.562 |
2 | c2 | 0.656 | 0.573 | 0.551 | 0.464 | 0.523 | 0.641 | 0.671 | 0.707 | 0.67 | 0.074 | − 0.002 | 0.977 | 0.018 | 0.814 | 40.931 | 0.386 |
3 | c3 | 0.4 | 0.302 | 0.382 | 0.552 | 0.538 | 0.824 | 0.973 | 0.983 | 0.988 | 0.041 | 0.039 | 0.602 | − 0.056 | 0.453 | 7.211 | 0.891 |
4 | c4 | 1 | 0.091 | 1 | 0.232 | 1 | 0.558 | 0.741 | 0.643 | 0.729 | 0.009 | 0.015 | 0.84 | − 0.037 | 0.622 | 1.91 | 1 |
5 | c5 | 0.416 | 0.546 | 0.607 | 0.801 | 0.78 | 0.748 | 0.816 | 0.742 | 0.713 | 0.056 | − 0.048 | 0.525 | 0.009 | 0.907 | 19.278 | 0.825 |
6 | c6 | 0.528 | 0.603 | 0.661 | 0.625 | 0.756 | 0.636 | 0.513 | 0.408 | 0.422 | 0.042 | − 0.001 | 0.99 | − 0.044 | 0.558 | 9.48 | 0.736 |
7 | c7 | 0.408 | 0.476 | 0.516 | 0.63 | 0.688 | 0.567 | 0.417 | 0.402 | 0.366 | 0.058 | − 0.025 | 0.736 | − 0.065 | 0.391 | 11.265 | 0.589 |
8 | c11 | 0.465 | 0.607 | 0.417 | 0.397 | 0.432 | 0.487 | 0.677 | 0.755 | 0.816 | 0.094 | 0.012 | 0.874 | 0.103 | 0.169 | 201.759 | 0 |
9 | c14 | 0.517 | 0.607 | 0.774 | 0.783 | 0.796 | 0.767 | 0.741 | 0.744 | 0.686 | 0.086 | − 0.017 | 0.825 | 0.001 | 0.99 | 162.571 | 0.126 |
10 | c15 | 0.483 | 0.48 | 0.53 | 0.567 | 0.685 | 0.73 | 0.377 | 0.236 | 0.186 | 0.083 | − 0.085 | 0.261 | − 0.03 | 0.694 | 27.216 | 0.922 |
11 | c10 | 0.456 | 0.49 | 0.339 | 0.32 | 0.313 | 0.447 | 0.619 | 0.701 | 0.78 | 0.104 | 0.018 | 0.814 | 0.126 | 0.094 | 202.314 | 0 |
12 | h2 | 0.383 | 0.308 | 0.303 | 0.318 | 0.303 | 0.187 | 0.196 | 0.258 | 0.328 | 0.091 | − 0.042 | 0.574 | 0.076 | 0.31 | 258.068 | 0 |
13 | h3 | 0.355 | 0.482 | 0.478 | 0.294 | 0.32 | 0.276 | 0.306 | 0.31 | 0.337 | 0.086 | 0.113 | 0.132 | 0.158 | 0.035 | 22.815 | 0.643 |
14 | h4 | 0.246 | 0.142 | 0.071 | 0.08 | 0.063 | 0.041 | 0.042 | 0.062 | 0.109 | 0.087 | 0.233 | 0.002 | 0.249 | 0.001 | 19.874 | 0.798 |
15 | h5 | 0.425 | 0.48 | 0.445 | 0.599 | 0.524 | 0.717 | 0.702 | 0.71 | 0.718 | 0.051 | 0.001 | 0.985 | 0.119 | 0.113 | 23.259 | 1 |
16 | h6 | 0.402 | 0.54 | 0.352 | 0.367 | 0.387 | 0.467 | 0.638 | 0.756 | 0.804 | 0.097 | 0.018 | 0.807 | 0.109 | 0.146 | 209.925 | 0 |
17 | h7 | 0.365 | 0.406 | 0.298 | 0.374 | 0.286 | 0.448 | 0.673 | 0.797 | 0.831 | 0.077 | − 0.034 | 0.652 | 0.054 | 0.474 | 142.3 | 0.777 |
18 | h8 | 0.539 | 0.492 | 0.606 | 0.506 | 0.544 | 0.502 | 0.473 | 0.514 | 0.508 | 0.093 | 0.037 | 0.626 | 0.09 | 0.231 | 158.777 | 0.044 |
19 | h9 | 0.387 | 0.51 | 0.305 | 0.28 | 0.297 | 0.411 | 0.583 | 0.734 | 0.753 | 0.097 | 0.022 | 0.771 | 0.126 | 0.093 | 208.933 | 0 |
20 | h10 | 0.467 | 0.496 | 0.385 | 0.353 | 0.321 | 0.488 | 0.618 | 0.79 | 0.82 | 0.097 | 0.018 | 0.807 | 0.109 | 0.146 | 209.925 | 0 |
21 | h11 | 0.493 | 0.661 | 0.697 | 0.795 | 0.792 | 0.738 | 0.633 | 0.602 | 0.527 | 0.053 | 0.053 | 0.485 | 0.083 | 0.268 | 22.201 | 0.986 |
22 | h12 | 0.423 | 0.493 | 0.32 | 0.304 | 0.296 | 0.44 | 0.597 | 0.747 | 0.776 | 0.097 | 0.022 | 0.771 | 0.126 | 0.093 | 208.933 | 0 |
23 | h13 | 0.469 | 0.518 | 0.34 | 0.324 | 0.288 | 0.174 | 0.2 | 0.2 | 0.19 | 0.069 | 0.02 | 0.789 | 0.018 | 0.807 | 35.7 | 0.621 |
24 | h14 | 0.456 | 0.454 | 0.553 | 0.654 | 0.656 | 0.725 | 0.888 | 0.935 | 0.959 | 0.048 | 0.105 | 0.161 | 0.015 | 0.84 | 8.962 | 0.776 |
25 | h15 | 0.574 | 0.528 | 0.647 | 0.598 | 0.644 | 0.658 | 0.707 | 0.774 | 0.803 | 0.053 | 0.012 | 0.869 | 0.04 | 0.593 | 12.54 | 0.484 |
26 | f1 | 0.194 | 0.194 | 0.214 | 0.366 | 0.356 | 0.101 | 0.113 | 0.114 | 0.096 | 0.103 | 0.023 | 0.759 | 0.109 | 0.146 | 430.243 | 0.305 |
27 | f2 | 0.567 | 0.655 | 0.634 | 0.619 | 0.599 | 0.73 | 0.773 | 0.833 | 0.833 | 0.039 | − 0.01 | 0.893 | − 0.009 | 0.9 | 9.049 | 0.769 |
28 | f3 | 0.333 | 0.236 | 0.249 | 0.367 | 0.317 | 0.591 | 0.752 | 0.91 | 0.937 | 0.039 | − 0.059 | 0.434 | − 0.086 | 0.255 | 7.434 | 0.878 |
29 | f4 | 0.306 | 0.257 | 0.24 | 0.312 | 0.32 | 0.763 | 0.963 | 0.993 | 0.998 | 0.05 | − 0.066 | 0.382 | 0.053 | 0.482 | 9.556 | 0.73 |
30 | f5 | 0.307 | 0.222 | 0.165 | 0.152 | 0.166 | 0.247 | 0.377 | 0.584 | 0.678 | 0.098 | 0.16 | 0.032 | 0.137 | 0.068 | 27.46 | 0.386 |
31 | IF1 | 0.56 | 0.697 | 0.714 | 0.673 | 0.711 | 0.594 | 0.523 | 0.522 | 0.499 | 0.049 | − 0.061 | 0.415 | 0.013 | 0.859 | 65.773 | 0.45 |
32 | IF2 | 0.472 | 0.546 | 0.514 | 0.504 | 0.468 | 0.461 | 0.479 | 0.441 | 0.444 | 0.067 | − 0.114 | 0.13 | − 0.107 | 0.155 | 45.597 | 0.968 |
33 | IF3 | 0.582 | 0.618 | 0.729 | 0.686 | 0.734 | 0.592 | 0.472 | 0.454 | 0.398 | 0.07 | − 0.041 | 0.584 | 0.061 | 0.415 | 55.788 | 0.785 |
34 | IF4 | 0.634 | 0.66 | 0.723 | 0.717 | 0.701 | 0.526 | 0.515 | 0.505 | 0.522 | 0.05 | − 0.018 | 0.816 | 0.027 | 0.717 | 84.055 | 0.056 |
35 | IF5 | 0.666 | 0.722 | 0.737 | 0.67 | 0.788 | 0.819 | 0.76 | 0.65 | 0.592 | 0.057 | − 0.072 | 0.34 | 0.004 | 0.956 | 110.908 | 0.009 |
36 | IF6 | 0.606 | 0.583 | 0.68 | 0.773 | 0.75 | 0.71 | 0.666 | 0.585 | 0.491 | 0.056 | − 0.11 | 0.142 | − 0.022 | 0.774 | 59.039 | 0.946 |
37 | IF7 | 0.727 | 0.644 | 0.735 | 0.704 | 0.737 | 0.682 | 0.559 | 0.483 | 0.445 | 0.058 | − 0.001 | 0.988 | 0.046 | 0.539 | 59.277 | 0.677 |
38 | IF8 | 0.322 | 0.085 | 0.038 | 0.022 | 0.011 | 0.002 | 0.007 | 0.008 | 0.009 | 0.094 | 0.186 | 0.012 | 0.245 | 0.001 | 202.591 | 0 |
39 | IF9 | 0.492 | 0.294 | 0.2 | 0.132 | 0.096 | 0.034 | 0.019 | 0.037 | 0.033 | 0.09 | 0.099 | 0.187 | 0.163 | 0.029 | 95.354 | 0.008 |
40 | IF10 | 0.693 | 0.314 | 0.243 | 0.151 | 0.108 | 0.019 | 0.008 | 0.012 | 0.007 | 0.086 | 0.193 | 0.01 | 0.161 | 0.032 | 143.065 | 0 |
41 | IF11 | 0.63 | 0.662 | 0.578 | 0.516 | 0.497 | 0.266 | 0.178 | 0.116 | 0.13 | 0.067 | 0.124 | 0.097 | 0.056 | 0.454 | 79.606 | 0.105 |
42 | IF12 | 0.388 | 0.392 | 0.386 | 0.316 | 0.289 | 0.167 | 0.255 | 0.275 | 0.254 | 0.086 | 0.041 | 0.583 | 0.134 | 0.074 | 66.215 | 0.435 |
43 | IF13 | 0.539 | 0.495 | 0.443 | 0.475 | 0.507 | 0.631 | 0.813 | 0.854 | 0.798 | 0.079 | − 0.007 | 0.927 | 0.054 | 0.472 | 62.017 | 0.582 |
44 | IF14 | 0.371 | 0.277 | 0.193 | 0.223 | 0.172 | 0.308 | 0.341 | 0.231 | 0.196 | 0.095 | 0.162 | 0.031 | 0.102 | 0.173 | 91.259 | 0.018 |
45 | IF15 | 0.481 | 0.447 | 0.443 | 0.39 | 0.395 | 0.37 | 0.323 | 0.355 | 0.292 | 0.086 | − 0.026 | 0.727 | 0.044 | 0.559 | 63.387 | 0.534 |
46 | IF16 | 0.471 | 0.271 | 0.214 | 0.211 | 0.202 | 0.266 | 0.159 | 0.106 | 0.098 | 0.076 | − 0.132 | 0.077 | − 0.107 | 0.154 | 63.314 | 0.536 |
47 | IF17 | 0.504 | 0.547 | 0.629 | 0.576 | 0.684 | 0.745 | 0.693 | 0.623 | 0.633 | 0.074 | − 0.09 | 0.23 | − 0.03 | 0.692 | 63.822 | 0.518 |
48 | IF18 | 0.676 | 0.6 | 0.687 | 0.624 | 0.68 | 0.616 | 0.632 | 0.694 | 0.735 | 0.067 | − 0.017 | 0.818 | 0.041 | 0.587 | 60.491 | 0.635 |
49 | s1 | 0.64 | 0.571 | 0.504 | 0.556 | 0.569 | 0.603 | 0.362 | 0.211 | 0.122 | 0.086 | − 0.037 | 0.623 | − 0.101 | 0.177 | 45.297 | 0.011 |
50 | s2 | 0.25 | 0.079 | 0.037 | 0.011 | 0.015 | 0.005 | 0.004 | 0.002 | 0.009 | 0.113 | − 0.091 | 0.226 | − 0.226 | 0.002 | 23.177 | 0.04 |
51 | s3 | 0.385 | 0.518 | 0.549 | 0.417 | 0.488 | 0.687 | 0.911 | 0.464 | 0.456 | 0.05 | − 0.004 | 0.962 | − 0.09 | 0.229 | 14.726 | 0.962 |
52 | s4 | 0.307 | 0.283 | 0.323 | 0.239 | 0.168 | 0.149 | 0.102 | 0.093 | 0.105 | 0.08 | − 0.016 | 0.833 | − 0.15 | 0.045 | 15.203 | 0.295 |
53 | s5 | 0.434 | 0.386 | 0.525 | 0.621 | 0.67 | 0.539 | 0.503 | 0.434 | 0.338 | 0.059 | 0.029 | 0.703 | 0.057 | 0.45 | 11.65 | 0.557 |
54 | s6 | 0.681 | 0.723 | 0.708 | 0.715 | 0.697 | 0.722 | 0.76 | 0.763 | 0.744 | 0.05 | 0.035 | 0.644 | − 0.029 | 0.695 | 9.31 | 0.749 |
55 | In1 | 0.506 | 0.54 | 0.675 | 0.598 | 0.665 | 0.738 | 0.845 | 0.503 | 0.478 | 0.056 | − 0.032 | 0.672 | − 0.051 | 0.498 | 21.51 | 0.99 |
56 | In2 | 0.418 | 0.387 | 0.481 | 0.526 | 0.497 | 0.525 | 0.44 | 0.324 | 0.288 | 0.051 | − 0.028 | 0.711 | − 0.061 | 0.42 | 17.533 | 0.892 |
57 | In3 | 0.361 | 0.344 | 0.253 | 0.161 | 0.121 | 0.057 | 0.03 | 0.028 | 0.037 | 0.084 | − 0.1 | 0.182 | − 0.193 | 0.01 | 30.885 | 0.233 |
58 | In4 | 0.34 | 0.108 | 0.102 | 0.081 | 0.069 | 0.019 | 0.009 | 0.007 | 0.01 | 0.087 | − 0.116 | 0.123 | − 0.242 | 0.001 | 33.375 | 0.152 |
59 | In5 | 0.257 | 0.119 | 0.077 | 0.043 | 0.031 | 0.008 | 0.002 | 0 | 0.002 | 0.091 | 0.01 | 0.889 | − 0.218 | 0.003 | 36.426 | 0.084 |
60 | In6 | 0.584 | 0.565 | 0.445 | 0.494 | 0.413 | 0.177 | 0.139 | 0.149 | 0.175 | 0.076 | − 0.138 | 0.065 | − 0.159 | 0.033 | 36.994 | 0.075 |
61 | In7 | 0.551 | 0.458 | 0.404 | 0.404 | 0.337 | 0.235 | 0.333 | 0.463 | 0.574 | 0.079 | − 0.119 | 0.112 | − 0.175 | 0.019 | 25.07 | 0.515 |
62 | In8 | 0.672 | 0.65 | 0.641 | 0.703 | 0.645 | 0.33 | 0.259 | 0.253 | 0.293 | 0.093 | − 0.048 | 0.525 | − 0.102 | 0.174 | 36.045 | 0.091 |
63 | In9 | 0.69 | 0.639 | 0.647 | 0.722 | 0.689 | 0.498 | 0.465 | 0.55 | 0.552 | 0.065 | − 0.066 | 0.382 | − 0.113 | 0.131 | 25.878 | 0.47 |
64 | In10 | 0.493 | 0.53 | 0.594 | 0.458 | 0.465 | 0.322 | 0.402 | 0.519 | 0.607 | 0.073 | − 0.133 | 0.075 | − 0.146 | 0.052 | 26.487 | 0.437 |
65 | StartK | 0.272 | 0.295 | 0.324 | 0.346 | 0.352 | 0.271 | 0.282 | 0.335 | 0.426 | 0.123 | 0.061 | 0.42 | 0.117 | 0.119 | 1154.961 | 0 |
66 | CurrK | 0.181 | 0.108 | 0.108 | 0.139 | 0.166 | 0.324 | 0.37 | 0.491 | 0.533 | 0.202 | 0.225 | 0.002 | 0.147 | 0.05 | 1351.639 | 0 |
67 | SourceK | 0.451 | 0.512 | 0.638 | 0.698 | 0.784 | 0.792 | 0.721 | 0.754 | 0.748 | 0.011 | 0.053 | 0.483 | 0.049 | 0.518 | 1.832 | 1 |
68 | MSEs | 0.447 | 0.16 | 0.095 | 0.077 | 0.05 | 0.084 | 0.084 | 0.131 | 0.16 | 0.097 | 0.125 | 0.096 | 0.124 | 0.099 | 25.267 | 0.021 |
69 | Category | 0.215 | 0.076 | 0.043 | 0.025 | 0.033 | 0.032 | 0.094 | 0.268 | 0.36 | 0.17 | − 0.185 | 0.013 | − 0.205 | 0.006 | 174.274 | 0 |
70 | Grouping | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.26 | 0.299 | 0 | 0.425 | 0 | 67.299 | 0 |
71 | Emp_0 | 0.029 | 0.018 | 0.019 | 0.027 | 0.045 | 0.112 | 0.167 | 0.217 | 0.226 | 0.307 | 0.539 | 0 | 0.455 | 0 | 1359.487 | 0 |
72 | X15.29 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.322 | 0.513 | 0 | − 0.283 | 0 | 1024.867 | 0 |
73 | X30.49 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.393 | 0.732 | 0 | 0.573 | 0 | 764.325 | 0 |
74 | X50.65 | 0.369 | 0.266 | 0.282 | 0.309 | 0.344 | 0.228 | 0.237 | 0.248 | 0.286 | 0.103 | 0.01 | 0.895 | 0.217 | 0.003 | 39.909 | 0.04 |
75 | X.65 | 0.281 | 0.619 | 0.456 | 0.463 | 0.375 | 0.457 | 0.639 | 0.728 | 0.749 | 0.049 | 0.075 | 0.318 | 0.077 | 0.306 | 27.846 | 0.01 |
76 | ed0 | 0.271 | 0.001 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.167 | 0.501 | 0 | 0.312 | 0 | 454.007 | 0 |
77 | ed1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.355 | 0.762 | 0 | 0.563 | 0 | 847.486 | 0 |
78 | ed2 | 0.073 | 0.027 | 0.013 | 0.018 | 0.014 | 0.024 | 0.04 | 0.052 | 0.118 | 0.173 | 0.295 | 0 | − 0.082 | 0.275 | 703.671 | 0 |
79 | ed3 | 0 | 0.001 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.171 | 0.569 | 0 | 0.093 | 0.214 | 909.51 | 0 |
80 | emp_Male | 0.071 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.399 | 0.502 | 0 | 0.643 | 0 | 686.159 | 0 |
81 | emp_Female | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.372 | 0.516 | 0 | 0.578 | 0 | 580.221 | 0 |