Research Article
A Novel Ensemble Learning Approach for Corporate Financial Distress Forecasting in Fashion and Textiles Supply Chains
Table 4
Normalized value of variables in period
.
| | | | | | | | | | | | |
| |
0.6029
|
0.2373
|
0.4953
| −0.9818 | −0.8224 | −0.9074 | −0.5109 | −0.3745 | −0.9789 | −0.9592 | −0.2955 | |
0.3846
|
0.5393
|
0.2000
|
0.2906
| −0.9729 | −0.6107 | −0.9661 | −0.5505 |
0.1540
| −0.9826 | −0.9803 | −0.3119 | |
0.3939
|
0.5456
|
0.1573
|
0.4192
| −0.9923 | −0.8256 | −0.9833 |
0.5452
| −0.7498 | −0.9126 | −0.8648 | −0.2649 | |
0.3949
|
0.4314
| −0.1040 |
0.2464
| −0.9912 | −0.9068 | −0.9644 |
0.7426
|
0.1921
| −0.9742 | −0.9743 | −0.5082 | |
0.6351
|
0.6208
|
0.5253
|
0.4228
| −0.9759 | −0.4508 | −0.9718 | −0.3279 |
0.6683
| −0.9892 | −0.9881 |
0.1710
| |
0.5297
|
0.5918
|
0.3120
|
0.3372
| −0.9659 | −0.6025 | −0.9437 | −0.4944 |
0.1876
| −0.9894 | −0.9798 | −0.2916 | |
0.8457
|
0.5743
|
0.2107
|
0.3219
| −0.9747 | −0.6960 | −0.9564 | −0.4172 | −0.1122 | −0.9800 | −0.9730 |
0.0583
| |
0.3838
|
0.5146
|
0.2267
|
0.2580
| −0.9823 | −0.9529 | −0.9759 | −0.6413 | −0.2049 | −0.9745 | −0.9661 | −0.5825 | |
0.5171
|
0.6450
|
0.3067
|
0.4206
| −0.9706 | −0.7358 | −0.9692 | −0.5314 | −0.6949 | −0.9005 | −0.8373 | −0.0307 | |
0.5677
|
0.6253
|
0.5200
|
0.3072
| −0.9376 | −0.6906 | −0.9295 | −0.5577 |
0.0421
| −0.9720 | −0.9551 | −0.1686 | |
0.9948
|
1.0000
|
0.4347
|
0.5575
| −0.9476 | −0.8587 | −0.9227 | −0.5729 | −0.0191 | −0.9670 | −0.9436 |
0.3463
| | −0.0818 |
0.4718
| −0.2213 |
0.0015
| −0.9865 | −0.9213 | −0.9779 | −0.6634 |
0.6165
| −0.9912 | −0.9872 | −0.3183 | |
0.4188
|
0.5536
|
0.1733
|
0.2848
| −0.9706 | −0.4318 | −0.9601 | −0.8760 |
0.1072
| −0.9764 | −0.9675 | −0.3193 | |
0.4711
|
0.5776
|
0.2320
|
0.2985
| −0.9382 | −0.7292 | −0.8632 | −0.5895 | −0.4626 | −0.9443 | −0.8942 | −0.0677 | |
0.4593
|
0.5680
|
0.2693
|
0.3418
| −0.9818 | −0.7090 | −0.9897 | −0.7367 |
0.0073
| −0.9670 | −0.9666 | −0.1915 | | −1.0000 | −0.8001 | −0.2800 |
0.0370
| −1.0000 | −1.0000 | −0.9868 | −0.8257 |
0.3038
| −1.0000 | −0.9959 | −0.5343 | |
0.6446
|
0.6834
|
0.4027
|
0.3722
| −0.9653 | −0.8695 | −0.9620 | −0.5497 |
0.2582
| −0.9806 | −0.9702 | −0.0290 | |
0.6328
|
0.7194
|
0.2853
|
0.3474
| −0.9335 | −0.5333 | −0.9137 | −0.5929 |
0.2913
| −0.9861 | −0.9780 | −0.1962 | |
0.5460
|
0.5942
|
0.4773
|
0.4068
| −0.9717 | −0.8562 | −0.9817 | −0.5383 | −0.1348 | −0.9672 | −0.9542 |
0.1675
| |
0.0768
|
0.4780
| −0.1680 | −0.2569 | −0.9941 | −0.9883 | −0.9821 | −0.5215 |
1.0000
| −0.9908 | −0.9821 | −0.4178 | |
0.4535
|
0.5664
|
0.2427
|
0.3293
| −0.9835 | −0.8910 | −0.9592 | −0.5343 |
0.3673
| −0.9833 | −0.9698 | −0.2526 | |
0.4170
|
0.5674
|
0.2213
|
0.2874
| −0.9735 | −0.7760 | −0.9660 | −0.6050 |
0.0991
| −0.9824 | −0.9762 | −0.2414 | |
0.6446
|
0.6462
|
0.4027
|
0.3722
| −0.9653 | −0.8695 | −0.9620 | −0.5505 |
0.2617
| −0.9806 | −0.9702 |
0.3556
| |
0.8959
|
0.4603
| −0.0933 | −1.0000 | −0.9882 | −0.9520 | −0.9913 |
1.0000
|
0.7052
| −0.9811 | −0.9739 | −0.3499 | |
0.6901
|
0.8262
|
0.4507
|
0.3951
| −0.9141 | −0.6628 | −0.9669 | −0.5830 | −0.1720 | −0.9546 | −0.9345 |
0.3804
| |
0.4598
|
0.5780
|
0.3013
|
0.3860
| −0.9871 | −0.9646 | −0.9801 | −0.5414 |
0.1562
| −0.9049 | −0.7924 | −0.1728 | |
0.4415
|
0.5726
|
1.0000
|
0.3658
| −0.9794 | −0.9415 | −0.9637 | −0.3960 | −0.7878 | −0.8133 | −0.6655 | −0.3825 | |
0.2118
|
0.4670
| −0.1680 |
0.4312
| −0.9871 | −0.9596 | −0.9890 | −0.6250 | −0.0755 | −0.9727 | −0.9638 | −0.1585 | |
1.0000
|
0.8375
|
0.4613
|
0.3615
| −0.8599 |
1.0000
| −0.9109 | −0.5882 |
0.3462
| −0.9835 | −0.9762 |
0.2486
| |
0.4606
|
0.5746
|
0.2800
|
0.3548
|
1.0000
| −0.9061 | −0.9672 | −0.5989 |
0.0231
| −0.9804 | −0.9656 | −0.2583 | |
0.4821
|
0.6021
|
0.3760
|
0.3015
| −0.9812 | −0.8423 | −0.9643 | −0.6511 | −0.2789 | −0.9575 | −0.9212 | −0.3718 | | −0.3599 |
0.3544
| −0.1253 |
1.0000
| −0.9894 | −0.9614 | −0.9942 | −0.5679 |
0.2111
| −0.9767 | −0.9762 | −0.1396 | |
0.4404
|
0.5663
|
0.2533
|
0.3736
| −0.9776 | −0.8436 | −0.9607 | −0.4990 |
0.0062
| −0.9848 | −0.9771 | −0.3169 | |
0.5003
|
0.6259
|
0.2587
|
0.4123
| −0.9717 | −0.1673 | −0.9704 | −0.3763 | −0.6148 | −0.9165 | −0.8749 |
0.0821
| |
0.1803
|
0.4450
|
0.7067
|
0.1812
| −0.9370 | −0.6872 | −0.9066 | −0.6807 |
0.3669
| −0.9833 | −0.9702 | −0.2199 | |
0.2026
|
0.4579
| −0.1360 |
0.4088
| −0.9829 | −0.9450 | −0.9624 | −0.8518 | −0.2860 | −0.9685 | −0.9464 | −0.2119 | |
0.4372
|
0.5513
|
0.3280
|
0.2743
| −0.9329 | −0.5977 | −0.8275 | −0.6905 | −0.0322 | −0.9668 | −0.9381 | −0.3296 | |
0.3829
|
0.5286
|
0.1520
|
0.2560
| −0.9706 | −0.8670 | −0.9787 | −0.5989 |
0.3456
| −0.9817 | −0.9789 | −0.4399 | |
0.5111
|
0.6587
|
0.6053
|
0.4279
| −0.9741 | −0.7263 | −0.9756 | −0.6219 | −0.4752 | −0.8809 | −0.7892 |
0.2208
| |
0.3263
| −1.0000 |
0.1520
|
0.1989
| −0.9835 | −0.9245 | −0.9555 | −0.5935 | −0.8093 | −0.8604 | −0.6312 | −0.3272 | |
0.5063
|
0.6185
|
0.3280
|
0.3736
| −0.9659 | −0.8120 | −0.9506 | −0.5913 | −1.0000 | −0.9260 | −0.8777 |
0.1621
| |
0.6375
|
0.6612
|
0.5307
|
0.4582
| −0.9723 | −0.5917 | −0.9460 | −0.5641 | −0.9390 | −0.8714 | −0.8955 | −1.0000 | |
0.3818
|
0.5225
|
0.2480
|
0.2570
| −0.9723 | −0.7722 |
1.0000
| −0.5171 |
0.5616
|
1.0000
|
1.0000
| −0.4788 | | −0.8794 |
0.4366
| −0.1680 | −0.0156 | −0.9788 | −0.7020 | −0.9492 | −0.6940 |
0.0886
| −0.9846 | −0.9693 | −0.3795 | |
0.4724
|
0.5999
|
0.4667
|
0.2515
| −0.9641 | −0.8979 | −0.9658 | −1.0000 | −0.4520 | −0.9476 | −0.9102 | −0.3981 | |
0.6454
|
0.6612
|
0.6160
|
0.4437
| −0.9723 | −0.8761 | −0.9664 | −0.4732 | −0.0064 | −0.9643 | −0.9404 | −0.1961 | |
0.3758
|
0.5268
|
0.1467
|
0.2851
| −0.9935 | −0.8543 | −0.9802 | −0.5580 |
0.0599
| −0.9760 | −0.9505 | −0.3126 | |
0.0483
|
0.5086
| −0.2800 |
0.1874
| −0.9741 | −0.7466 | −0.9623 | −0.8562 |
0.4431
| −0.9850 | −0.9757 | −0.2344 | |
0.4042
|
0.5431
|
0.2000
|
0.2912
| −0.9741 | −0.7706 | −0.9207 | −0.5894 | −0.4615 | −0.9685 | −0.9446 | −0.2653 | |
0.5237
|
0.6053
|
0.3920
|
0.3593
| −0.9706 | −0.8673 | −0.9834 | −0.6655 | −0.0140 | −0.9683 | −0.9730 | −0.2009 | |
0.4299
|
0.5779
|
0.2213
|
0.3224
| −0.9700 | −0.8300 | −0.9380 | −0.5264 |
0.2163
| −0.8648 | −0.7714 | −0.2456 | |
0.6310
|
0.5331
|
0.2160
|
0.1410
| −0.9906 | −0.8891 | −0.9770 | −0.5247 | −0.8744 | −0.9866 | −1.0000 | −0.3269 | | −0.1204 |
0.5166
|
0.0613
|
0.1796
| −0.9747 | −0.8600 | −0.9492 | −0.5776 |
0.7844
| −0.9938 | −0.9890 | −0.3867 | |
0.4913
|
0.5978
|
0.2800
|
0.3384
| −0.9617 | −0.7033 | −0.9327 | −0.5668 | −0.3724 | −0.9769 | −0.9675 | −0.1122 | |
0.5630
|
0.6660
|
0.6427
|
0.6103
| −0.9794 | −0.6505 | −0.9864 | −0.4540 | −0.6894 | −0.8778 | −0.7856 | −0.2509 | |
0.0069
|
0.2051
| −1.0000 |
0.2103
| −0.9971 | −0.9542 | −1.0000 | −0.0220 |
0.9151
| −0.9780 | −0.9592 | −0.7189 | |
0.4389
|
0.5745
|
0.4293
|
0.2974
| −0.9612 | −0.7693 | −0.9681 | −0.6451 | −0.1182 | −0.9676 | −0.9588 | −0.2383 | |
0.3799
|
0.5339
|
0.1520
|
0.2646
| −0.9706 | −0.7791 | −0.9541 | −0.6428 | −0.1148 | −0.9767 | −0.9656 | −0.2599 | |
0.3904
|
0.5408
|
0.1573
|
0.2708
| −0.9818 | −0.7301 | −0.9460 | −0.5311 |
0.0297
| −0.9855 | −0.9716 | −0.2828 | |
0.6699
|
0.6805
|
0.3333
|
0.4646
| −0.9653 | −0.9302 | −0.9707 | −0.5662 | −0.1437 | −0.9604 | −0.9120 |
1.0000
|
|
|
