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 | 0.148 | 0.033 | 0.015 | 0.009 | 0.003 | 0.002 | 0 | 0 | 0 | 0.067 | − 0.298 | 0 | − 0.298 | 0 | 14.692 | 0 |
2 | c2 | 0.473 | 0.315 | 0.351 | 0.344 | 0.369 | 0.349 | 0.335 | 0.31 | 0.412 | 0.063 | 0.131 | 0.081 | 0.176 | 0.018 | 15.532 | 0.001 |
3 | c3 | 0.435 | 0.541 | 0.434 | 0.502 | 0.397 | 0.389 | 0.437 | 0.5 | 0.476 | 0.002 | − 0.046 | 0.544 | − 0.046 | 0.544 | 0.078 | 0.78 |
4 | c4 | 0.04 | 0.098 | 0.155 | 0.194 | 0.267 | 0.284 | 0.424 | 0.376 | 0.38 | 0.015 | − 0.128 | 0.087 | − 0.128 | 0.087 | 0.981 | 0.322 |
5 | c5 | 0.535 | 0.462 | 0.568 | 0.626 | 0.601 | 0.579 | 0.537 | 0.585 | 0.561 | 0.003 | − 0.024 | 0.747 | − 0.029 | 0.697 | 0.682 | 0.711 |
6 | c6 | 0.6 | 0.495 | 0.534 | 0.467 | 0.554 | 0.545 | 0.454 | 0.483 | 0.55 | 0.001 | − 0.032 | 0.668 | − 0.032 | 0.668 | 0.066 | 0.797 |
7 | c7 | 0.441 | 0.449 | 0.474 | 0.602 | 0.535 | 0.484 | 0.569 | 0.485 | 0.557 | 0.001 | 0.042 | 0.575 | 0.042 | 0.575 | 0.169 | 0.681 |
8 | c11 | 0.5 | 0.463 | 0.448 | 0.373 | 0.437 | 0.444 | 0.472 | 0.4 | 0.426 | 0.068 | 0.101 | 0.178 | 0.166 | 0.027 | 15.043 | 0.131 |
9 | c14 | 0.499 | 0.535 | 0.436 | 0.471 | 0.401 | 0.405 | 0.363 | 0.455 | 0.448 | 0.048 | 0.083 | 0.272 | 0.097 | 0.195 | 10.413 | 0.494 |
10 | c15 | 0.38 | 0.3 | 0.28 | 0.226 | 0.244 | 0.203 | 0.193 | 0.179 | 0.252 | 0.064 | − 0.163 | 0.029 | − 0.165 | 0.028 | 14.345 | 0.003 |
11 | c10 | 0.549 | 0.491 | 0.448 | 0.318 | 0.427 | 0.393 | 0.502 | 0.425 | 0.479 | 0.083 | 0.091 | 0.223 | 0.146 | 0.051 | 16.599 | 0.084 |
12 | h2 | 0.548 | 0.508 | 0.444 | 0.488 | 0.378 | 0.507 | 0.466 | 0.461 | 0.414 | 0.05 | 0.058 | 0.44 | 0.081 | 0.28 | 10.687 | 0.058 |
13 | h3 | 0.44 | 0.335 | 0.285 | 0.222 | 0.247 | 0.246 | 0.234 | 0.285 | 0.307 | 0.029 | 0.147 | 0.05 | 0.172 | 0.021 | 6.765 | 0.034 |
14 | h4 | 0.379 | 0.332 | 0.286 | 0.26 | 0.241 | 0.172 | 0.123 | 0.137 | 0.156 | 0.021 | 0.154 | 0.04 | 0.149 | 0.047 | 4.795 | 0.091 |
15 | h5 | 0.206 | 0.042 | 0.035 | 0.033 | 0.026 | 0.053 | 0.094 | 0.114 | 0.112 | 0.08 | 0.288 | 0 | 0.298 | 0 | 18.284 | 0.001 |
16 | h6 | 0.416 | 0.457 | 0.462 | 0.451 | 0.525 | 0.416 | 0.466 | 0.462 | 0.463 | 0.066 | 0.091 | 0.225 | 0.159 | 0.034 | 14.521 | 0.151 |
17 | h7 | 0.461 | 0.491 | 0.449 | 0.473 | 0.413 | 0.435 | 0.53 | 0.522 | 0.496 | 0.054 | 0.075 | 0.317 | 0.122 | 0.102 | 11.705 | 0.47 |
18 | h8 | 0.428 | 0.377 | 0.335 | 0.315 | 0.328 | 0.264 | 0.333 | 0.284 | 0.279 | 0.043 | 0.128 | 0.087 | 0.107 | 0.155 | 9.634 | 0.473 |
19 | h9 | 0.416 | 0.508 | 0.398 | 0.415 | 0.39 | 0.46 | 0.492 | 0.478 | 0.561 | 0.063 | 0.08 | 0.285 | 0.143 | 0.056 | 13.804 | 0.182 |
20 | h10 | 0.482 | 0.45 | 0.49 | 0.413 | 0.46 | 0.343 | 0.461 | 0.415 | 0.435 | 0.066 | 0.091 | 0.225 | 0.159 | 0.034 | 14.521 | 0.151 |
21 | h11 | 0.393 | 0.36 | 0.31 | 0.272 | 0.248 | 0.194 | 0.185 | 0.203 | 0.247 | 0.027 | 0.15 | 0.044 | 0.162 | 0.03 | 6.311 | 0.097 |
22 | h12 | 0.444 | 0.443 | 0.409 | 0.401 | 0.444 | 0.473 | 0.498 | 0.473 | 0.489 | 0.063 | 0.08 | 0.285 | 0.143 | 0.056 | 13.804 | 0.182 |
23 | h13 | 0.344 | 0.356 | 0.327 | 0.253 | 0.188 | 0.167 | 0.232 | 0.317 | 0.332 | 0.019 | 0.153 | 0.041 | 0.133 | 0.075 | 4.242 | 0.237 |
24 | h14 | 0.304 | 0.157 | 0.169 | 0.081 | 0.076 | 0.045 | 0.063 | 0.061 | 0.122 | 0.034 | 0.213 | 0.004 | 0.213 | 0.004 | 7.156 | 0.008 |
25 | h15 | 0.54 | 0.407 | 0.392 | 0.363 | 0.396 | 0.306 | 0.326 | 0.324 | 0.311 | 0.009 | 0.11 | 0.143 | 0.11 | 0.143 | 1.641 | 0.2 |
26 | f1 | 0.28 | 0.232 | 0.219 | 0.267 | 0.219 | 0.177 | 0.236 | 0.308 | 0.338 | 0.165 | 0.109 | 0.145 | 0.002 | 0.974 | 44.384 | 0.072 |
27 | f2 | 0.542 | 0.536 | 0.521 | 0.498 | 0.556 | 0.536 | 0.61 | 0.447 | 0.516 | 0 | − 0.001 | 0.984 | − 0.001 | 0.984 | 0 | 1 |
28 | f3 | 0.359 | 0.39 | 0.323 | 0.402 | 0.371 | 0.317 | 0.378 | 0.35 | 0.389 | 0.01 | 0.121 | 0.106 | 0.121 | 0.106 | 1.622 | 0.203 |
29 | f4 | 0.576 | 0.572 | 0.484 | 0.492 | 0.474 | 0.489 | 0.506 | 0.508 | 0.489 | 0.005 | − 0.081 | 0.282 | − 0.081 | 0.282 | 0.73 | 0.393 |
30 | f5 | 0.453 | 0.311 | 0.245 | 0.208 | 0.203 | 0.162 | 0.261 | 0.317 | 0.337 | 0.038 | 0.165 | 0.027 | 0.204 | 0.006 | 9.302 | 0.01 |
31 | IF1 | 0.452 | 0.42 | 0.44 | 0.416 | 0.374 | 0.401 | 0.479 | 0.395 | 0.467 | 0.025 | − 0.101 | 0.178 | − 0.124 | 0.099 | 6.052 | 0.301 |
32 | IF2 | 0.271 | 0.145 | 0.09 | 0.087 | 0.069 | 0.041 | 0.051 | 0.062 | 0.091 | 0.069 | − 0.22 | 0.003 | − 0.245 | 0.001 | 15.464 | 0.009 |
33 | IF3 | 0.485 | 0.47 | 0.409 | 0.357 | 0.426 | 0.338 | 0.441 | 0.424 | 0.455 | 0.036 | − 0.105 | 0.163 | − 0.12 | 0.11 | 7.892 | 0.162 |
34 | IF4 | 0.546 | 0.501 | 0.523 | 0.478 | 0.525 | 0.517 | 0.549 | 0.464 | 0.549 | 0.009 | − 0.047 | 0.529 | − 0.063 | 0.399 | 1.93 | 0.859 |
35 | IF5 | 0.58 | 0.549 | 0.588 | 0.511 | 0.528 | 0.585 | 0.49 | 0.537 | 0.524 | 0.022 | 0.035 | 0.642 | 0.048 | 0.521 | 4.788 | 0.571 |
36 | IF6 | 0.416 | 0.326 | 0.178 | 0.26 | 0.179 | 0.179 | 0.201 | 0.264 | 0.264 | 0.029 | − 0.161 | 0.031 | − 0.162 | 0.03 | 6.346 | 0.386 |
37 | IF7 | 0.286 | 0.161 | 0.101 | 0.061 | 0.047 | 0.041 | 0.049 | 0.048 | 0.095 | 0.048 | − 0.226 | 0.002 | − 0.225 | 0.002 | 11.099 | 0.05 |
38 | IF8 | 0.414 | 0.411 | 0.418 | 0.534 | 0.445 | 0.407 | 0.42 | 0.5 | 0.45 | 0.085 | 0.099 | 0.188 | 0.151 | 0.044 | 17.297 | 0.004 |
39 | IF9 | 0.501 | 0.566 | 0.535 | 0.52 | 0.473 | 0.515 | 0.486 | 0.562 | 0.57 | 0.058 | 0.002 | 0.975 | 0.036 | 0.634 | 10.997 | 0.051 |
40 | IF10 | 0.406 | 0.419 | 0.498 | 0.403 | 0.413 | 0.47 | 0.452 | 0.492 | 0.581 | 0.052 | − 0.106 | 0.158 | − 0.044 | 0.557 | 10.242 | 0.069 |
41 | IF11 | 0.46 | 0.529 | 0.472 | 0.569 | 0.483 | 0.533 | 0.469 | 0.476 | 0.543 | 0.01 | − 0.06 | 0.424 | − 0.057 | 0.445 | 2.392 | 0.793 |
42 | IF12 | 0.408 | 0.267 | 0.292 | 0.204 | 0.209 | 0.141 | 0.12 | 0.118 | 0.142 | 0.026 | 0.164 | 0.028 | 0.161 | 0.031 | 6.308 | 0.277 |
43 | IF13 | 0.439 | 0.285 | 0.32 | 0.239 | 0.275 | 0.187 | 0.306 | 0.243 | 0.408 | 0.017 | − 0.146 | 0.052 | − 0.134 | 0.073 | 3.954 | 0.556 |
44 | IF14 | 0.433 | 0.464 | 0.37 | 0.347 | 0.329 | 0.301 | 0.341 | 0.425 | 0.44 | 0.025 | − 0.117 | 0.12 | − 0.096 | 0.202 | 5.675 | 0.339 |
45 | IF15 | 0.409 | 0.42 | 0.37 | 0.331 | 0.25 | 0.261 | 0.273 | 0.368 | 0.398 | 0.02 | − 0.142 | 0.057 | − 0.131 | 0.079 | 4.57 | 0.471 |
46 | IF16 | 0.572 | 0.506 | 0.571 | 0.518 | 0.526 | 0.529 | 0.487 | 0.546 | 0.559 | 0.022 | 0.045 | 0.547 | 0.035 | 0.643 | 5.348 | 0.375 |
47 | IF17 | 0.446 | 0.373 | 0.342 | 0.301 | 0.261 | 0.228 | 0.183 | 0.156 | 0.144 | 0.036 | 0.136 | 0.07 | 0.145 | 0.053 | 8.549 | 0.129 |
48 | IF18 | 0.495 | 0.616 | 0.555 | 0.505 | 0.593 | 0.565 | 0.497 | 0.579 | 0.537 | 0.008 | − 0.039 | 0.608 | − 0.031 | 0.68 | 1.942 | 0.857 |
49 | s1 | 0.524 | 0.429 | 0.36 | 0.33 | 0.395 | 0.295 | 0.424 | 0.434 | 0.405 | 0.015 | 0.085 | 0.259 | 0.035 | 0.644 | 2.947 | 0.229 |
50 | s2 | 0.44 | 0.413 | 0.349 | 0.313 | 0.352 | 0.259 | 0.248 | 0.216 | 0.217 | 0.01 | − 0.12 | 0.11 | − 0.12 | 0.11 | 2.102 | 0.147 |
51 | s3 | 0.369 | 0.258 | 0.331 | 0.347 | 0.119 | 0.212 | 0.293 | 0.376 | 0.458 | 0.01 | − 0.098 | 0.194 | − 0.099 | 0.187 | 2.116 | 0.347 |
52 | s4 | 0.445 | 0.408 | 0.371 | 0.361 | 0.297 | 0.284 | 0.247 | 0.263 | 0.243 | 0.01 | − 0.119 | 0.111 | − 0.119 | 0.111 | 2.088 | 0.148 |
53 | s5 | 0.545 | 0.489 | 0.621 | 0.547 | 0.556 | 0.545 | 0.65 | 0.597 | 0.605 | 0 | − 0.024 | 0.754 | − 0.024 | 0.754 | 0.027 | 0.871 |
54 | s6 | 0.462 | 0.464 | 0.445 | 0.47 | 0.42 | 0.421 | 0.409 | 0.381 | 0.32 | 0.005 | − 0.08 | 0.287 | − 0.08 | 0.287 | 0.844 | 0.358 |
55 | In1 | 0.464 | 0.474 | 0.433 | 0.432 | 0.33 | 0.218 | 0.262 | 0.343 | 0.446 | 0.007 | − 0.028 | 0.707 | 0.024 | 0.751 | 1.489 | 0.685 |
56 | In2 | 0.491 | 0.579 | 0.425 | 0.574 | 0.554 | 0.619 | 0.561 | 0.54 | 0.555 | 0.002 | 0.039 | 0.604 | 0.041 | 0.583 | 0.366 | 0.833 |
57 | In3 | 0.489 | 0.513 | 0.54 | 0.432 | 0.394 | 0.415 | 0.388 | 0.391 | 0.39 | 0.016 | − 0.086 | 0.254 | − 0.092 | 0.221 | 4.12 | 0.127 |
58 | In4 | 0.579 | 0.542 | 0.545 | 0.474 | 0.544 | 0.528 | 0.448 | 0.482 | 0.38 | 0.025 | − 0.048 | 0.525 | − 0.04 | 0.594 | 6.187 | 0.045 |
59 | In5 | 0.546 | 0.535 | 0.445 | 0.555 | 0.583 | 0.532 | 0.477 | 0.45 | 0.502 | 0.016 | − 0.042 | 0.58 | − 0.045 | 0.55 | 3.857 | 0.145 |
60 | In6 | 0.454 | 0.379 | 0.431 | 0.361 | 0.377 | 0.257 | 0.317 | 0.341 | 0.315 | 0.012 | − 0.124 | 0.098 | − 0.128 | 0.088 | 3.055 | 0.217 |
61 | In7 | 0.566 | 0.649 | 0.508 | 0.521 | 0.575 | 0.633 | 0.607 | 0.638 | 0.638 | 0.008 | 0.023 | 0.759 | 0.032 | 0.673 | 1.973 | 0.373 |
62 | In8 | 0.544 | 0.591 | 0.574 | 0.587 | 0.56 | 0.542 | 0.531 | 0.525 | 0.474 | 0.003 | − 0.007 | 0.929 | − 0.012 | 0.87 | 0.82 | 0.664 |
63 | In9 | 0.574 | 0.473 | 0.553 | 0.511 | 0.509 | 0.493 | 0.618 | 0.601 | 0.505 | 0.001 | − 0.029 | 0.697 | − 0.031 | 0.677 | 0.293 | 0.864 |
64 | In10 | 0.484 | 0.473 | 0.483 | 0.555 | 0.566 | 0.494 | 0.475 | 0.447 | 0.551 | 0.004 | − 0.054 | 0.471 | − 0.058 | 0.443 | 0.907 | 0.636 |
65 | StartK | 0.134 | 0.142 | 0.198 | 0.118 | 0.168 | 0.224 | 0.243 | 0.271 | 0.322 | 0.28 | 0.207 | 0.005 | 0.478 | 0 | 69.341 | 0.011 |
66 | CurrK | 0.079 | 0.013 | 0.012 | 0.008 | 0.02 | 0.021 | 0.037 | 0.058 | 0.062 | 0.616 | 0.368 | 0 | 0.682 | 0 | 125.355 | 0 |
67 | SourceK | 0.445 | 0.297 | 0.36 | 0.416 | 0.474 | 0.355 | 0.373 | 0.322 | 0.425 | 0.006 | − 0.095 | 0.205 | − 0.095 | 0.205 | 0.887 | 0.346 |
68 | MSEs | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.397 | 0.693 | 0 | 0.693 | 0 | 82.84 | 0 |
69 | Category | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.317 | − 0.567 | 0 | − 0.621 | 0 | 70.996 | 0 |
70 | Grouping | 0.005 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.13 | 0.422 | 0 | 0.422 | 0 | 30.015 | 0 |
71 | Emp_0 | 0.231 | 0.251 | 0.284 | 0.216 | 0.275 | 0.295 | 0.408 | 0.382 | 0.469 | 0.13 | 0.091 | 0.226 | 0.36 | 0 | 28.533 | 0.003 |
72 | X15.29 | 0.154 | 0.134 | 0.171 | 0.157 | 0.144 | 0.186 | 0.22 | 0.307 | 0.315 | 0.097 | 0.168 | 0.025 | 0.032 | 0.669 | 21.437 | 0.006 |
73 | X30.49 | 0.341 | 0.067 | 0.124 | 0.129 | 0.083 | 0.167 | 0.24 | 0.275 | 0.306 | 0.056 | 0.136 | 0.069 | 0.133 | 0.077 | 12.452 | 0.053 |
74 | X50.65 | 0.635 | 0.506 | 0.48 | 0.488 | 0.552 | 0.557 | 0.446 | 0.505 | 0.575 | 0.005 | − 0.057 | 0.449 | − 0.048 | 0.52 | 0.917 | 0.632 |
75 | X.65 | 0.284 | 0.605 | 0.463 | 0.484 | 0.454 | 0.536 | 0.444 | 0.501 | 0.561 | 0 | 0.009 | 0.91 | 0.009 | 0.91 | 0 | 1 |
76 | ed0 | 0.445 | 0.41 | 0.44 | 0.379 | 0.371 | 0.325 | 0.339 | 0.343 | 0.387 | 0.043 | 0.018 | 0.815 | − 0.131 | 0.08 | 8.923 | 0.063 |
77 | ed1 | 0.332 | 0.281 | 0.223 | 0.087 | 0.094 | 0.204 | 0.273 | 0.309 | 0.361 | 0.054 | 0.113 | 0.13 | 0 | 0.995 | 11.331 | 0.079 |
78 | ed2 | 0.15 | 0.12 | 0.122 | 0.118 | 0.14 | 0.176 | 0.219 | 0.27 | 0.276 | 0.097 | 0.241 | 0.001 | 0.214 | 0.004 | 21.402 | 0.003 |
79 | ed3 | 0.182 | 0.124 | 0.132 | 0.13 | 0.148 | 0.209 | 0.242 | 0.241 | 0.257 | 0.066 | 0.214 | 0.004 | 0.129 | 0.084 | 14.237 | 0.076 |
80 | emp_Male | 0.375 | 0.19 | 0.268 | 0.171 | 0.212 | 0.172 | 0.26 | 0.289 | 0.323 | 0.026 | 0.121 | 0.107 | 0.078 | 0.298 | 5.86 | 0.439 |
81 | emp_Female | 0.456 | 0.438 | 0.376 | 0.419 | 0.396 | 0.298 | 0.295 | 0.29 | 0.389 | 0.04 | 0.069 | 0.358 | − 0.049 | 0.518 | 9.036 | 0.108 |