Decision Tree Classifier
G-mean
art1 |
0.9604 |
0.9437 |
0.9448 |
0.9387 |
0.9583 |
0.9505 |
0.9530 |
0.9468 |
0.9493 |
0.9586 |
0.9612 |
art2 |
0.7257 |
0.7170 |
0.7238 |
0.6576 |
0.6663 |
0.6523 |
0.6973 |
0.6475 |
0.6604 |
0.6868 |
0.6465 |
art3 |
0.5176 |
0.4820 |
0.4360 |
0.4351 |
0.4446 |
0.4609 |
0.4639 |
0.4422 |
0.4693 |
0.5412 |
0.4363 |
art4 |
0.8022 |
0.8073 |
0.7769 |
0.7278 |
0.7249 |
0.7503 |
0.7429 |
0.7267 |
0.7342 |
0.7731 |
0.7563 |
cleveland |
0.2944 |
0.1742 |
0.0592 |
0.1817 |
0.1346 |
0.1739 |
0.2274 |
0.1531 |
0.2205 |
0.2441 |
0.1546 |
cleveland_2 |
0.3454 |
0.3228 |
0.0692 |
0.2548 |
0.2010 |
0.1951 |
0.2251 |
0.2093 |
0.2911 |
0.3773 |
0.2518 |
contraceptive |
0.5106 |
0.4638 |
0.4664 |
0.4599 |
0.4752 |
0.4707 |
0.4694 |
0.4657 |
0.4582 |
0.4889 |
0.4930 |
glass |
0.6698 |
0.4512 |
0.3263 |
0.6620 |
0.6445 |
0.6340 |
0.5388 |
0.6794 |
0.7195 |
0.7363 |
0.7251 |
hayes-roth |
0.8778 |
0.8436 |
0.5822 |
0.8622 |
0.8637 |
0.8637 |
0.8637 |
0.8638 |
0.8697 |
0.8205 |
0.8810 |
ecoli |
0.7192 |
0.6400 |
0.6769 |
0.6392 |
0.6893 |
0.7001 |
0.7251 |
0.6733 |
0.6897 |
0.7315 |
0.7421 |
vehicle |
0.9005 |
0.8883 |
0.9045 |
0.8901 |
0.9086 |
0.8915 |
0.8866 |
0.9082 |
0.9014 |
0.9057 |
0.9022 |
wine quality |
0.3705 |
0.3367 |
0.3242 |
0.2692 |
0.2354 |
0.3638 |
0.3056 |
0.2464 |
0.3297 |
0.2993 |
0.3163 |
yeast |
0.4377 |
0.3590 |
0.2498 |
0.2847 |
0.2731 |
0.2967 |
0.3507 |
0.3086 |
0.2751 |
0.4370 |
0.4215 |
pageblocks |
0.5200 |
0.4774 |
0.1539 |
0.3710 |
0.5724 |
0.3404 |
0.1804 |
0.3171 |
0.3971 |
0.3722 |
0.3832 |
newthyroid |
0.9512 |
0.8946 |
0.9052 |
0.9035 |
0.8954 |
0.9101 |
0.9288 |
0.8647 |
0.9403 |
0.9554 |
0.9138 |
Friedman rank sum test
Friedman chi-squared = 48.847, df = 10, p-value = 4.345e-07
2.33 |
3.47 |
4.67 |
5.53 |
6.13 |
6.27 |
6.6 |
6.87 |
7.73 |
8.07 |
8.33 |
Balanced Accuracy
art1 |
0.9597 |
0.9341 |
0.9482 |
0.9488 |
0.9601 |
0.9514 |
0.9565 |
0.9530 |
0.9488 |
0.9532 |
0.9637 |
art2 |
0.7530 |
0.7387 |
0.7464 |
0.7034 |
0.7129 |
0.6982 |
0.7302 |
0.6950 |
0.7062 |
0.7127 |
0.6935 |
art3 |
0.5385 |
0.5258 |
0.5244 |
0.5026 |
0.5298 |
0.5371 |
0.5331 |
0.5117 |
0.5056 |
0.5516 |
0.5069 |
art4 |
0.8228 |
0.8240 |
0.8018 |
0.7708 |
0.7683 |
0.7907 |
0.7935 |
0.7681 |
0.7770 |
0.7978 |
0.7901 |
cleveland |
0.3572 |
0.2548 |
0.2528 |
0.2751 |
0.2884 |
0.2827 |
0.2764 |
0.2181 |
0.2726 |
0.2808 |
0.2513 |
cleveland_2 |
0.3938 |
0.3387 |
0.3468 |
0.3143 |
0.3358 |
0.4048 |
0.3573 |
0.3502 |
0.3487 |
0.3874 |
0.3457 |
contraceptive |
0.5125 |
0.4680 |
0.4764 |
0.4777 |
0.4879 |
0.4877 |
0.4850 |
0.4707 |
0.4747 |
0.4872 |
0.4961 |
glass |
0.7454 |
0.5860 |
0.5498 |
0.7202 |
0.5805 |
0.6704 |
0.5906 |
0.6610 |
0.7362 |
0.7428 |
0.7468 |
hayes-roth |
0.8749 |
0.8338 |
0.6608 |
0.8740 |
0.8742 |
0.8742 |
0.8742 |
0.8745 |
0.8795 |
0.8437 |
0.8797 |
ecoli |
0.7236 |
0.6709 |
0.7281 |
0.6786 |
0.6966 |
0.7190 |
0.7442 |
0.6813 |
0.7115 |
0.7334 |
0.7656 |
vehicle |
0.9002 |
0.8880 |
0.9099 |
0.8922 |
0.9041 |
0.8896 |
0.8862 |
0.9050 |
0.9046 |
0.9031 |
0.8986 |
wine quality |
0.3966 |
0.3592 |
0.3747 |
0.3533 |
0.3800 |
0.3839 |
0.3923 |
0.3589 |
0.3533 |
0.3697 |
0.3690 |
yeast |
0.4754 |
0.4244 |
0.4685 |
0.4313 |
0.4266 |
0.4330 |
0.4555 |
0.4113 |
0.4146 |
0.4732 |
0.4723 |
pageblocks |
0.7583 |
0.6547 |
0.6428 |
0.5944 |
0.6302 |
0.6795 |
0.6968 |
0.6246 |
0.7416 |
0.6918 |
0.7014 |
newthyroid |
0.9442 |
0.8928 |
0.8993 |
0.9105 |
0.9061 |
0.9206 |
0.9273 |
0.8712 |
0.9210 |
0.9273 |
0.9095 |
Friedman rank sum test
Friedman chi-squared = 50.34, df = 10, p-value = 2.311e-07
2.13 |
4.23 |
4.83 |
5.2 |
5.33 |
6.27 |
6.57 |
6.6 |
8.2 |
8.27 |
8.37 |
F-score
art1 |
0.9292 |
0.8947 |
0.9395 |
0.9373 |
0.9471 |
0.9338 |
0.9466 |
0.9531 |
0.9469 |
0.9281 |
0.9566 |
art2 |
0.6991 |
0.6830 |
0.7023 |
0.6745 |
0.6855 |
0.6624 |
0.6842 |
0.6709 |
0.6802 |
0.6639 |
0.6669 |
art3 |
0.5079 |
0.4790 |
0.4994 |
0.5000 |
0.5122 |
0.5147 |
0.5120 |
0.5135 |
0.4868 |
0.5211 |
0.5069 |
art4 |
0.7507 |
0.7555 |
0.7458 |
0.7508 |
0.7377 |
0.7590 |
0.7473 |
0.7456 |
0.7437 |
0.7366 |
0.7538 |
cleveland |
0.2736 |
0.2289 |
0.2302 |
0.2547 |
0.2764 |
0.2509 |
0.2891 |
0.2537 |
0.2577 |
0.2693 |
0.2510 |
cleveland_2 |
0.3234 |
0.2334 |
0.2848 |
0.3569 |
0.3368 |
0.3682 |
0.3303 |
0.3753 |
0.3402 |
0.2991 |
0.3546 |
contraceptive |
0.5047 |
0.4586 |
0.4629 |
0.4591 |
0.4922 |
0.4803 |
0.4804 |
0.4709 |
0.4723 |
0.4808 |
0.4925 |
glass |
0.6742 |
0.5666 |
0.5626 |
0.6607 |
0.5964 |
0.6714 |
0.6062 |
0.6447 |
0.7304 |
0.6357 |
0.7095 |
hayes-roth |
0.8851 |
0.8534 |
0.6091 |
0.8732 |
0.8736 |
0.8736 |
0.8555 |
0.8737 |
0.8789 |
0.8450 |
0.8904 |
ecoli |
0.7218 |
0.6424 |
0.7214 |
0.6877 |
0.7213 |
0.7146 |
0.7339 |
0.6892 |
0.6754 |
0.7114 |
0.7184 |
vehicle |
0.8766 |
0.8650 |
0.8927 |
0.8879 |
0.9080 |
0.8842 |
0.8853 |
0.8880 |
0.8981 |
0.8840 |
0.9048 |
wine quality |
0.3587 |
0.3248 |
0.3492 |
0.3607 |
0.3602 |
0.3697 |
0.3711 |
0.3526 |
0.3475 |
0.3414 |
0.3704 |
yeast |
0.4596 |
0.3705 |
0.4597 |
0.4215 |
0.4268 |
0.4426 |
0.4481 |
0.4034 |
0.3974 |
0.4126 |
0.4331 |
pageblocks |
0.7526 |
0.4995 |
0.5653 |
0.6293 |
0.7285 |
0.6330 |
0.6197 |
0.7253 |
0.6735 |
0.4157 |
0.6921 |
newthyroid |
0.9158 |
0.8248 |
0.8865 |
0.9018 |
0.9012 |
0.9154 |
0.9126 |
0.8820 |
0.9217 |
0.9150 |
0.8953 |
Friedman rank sum test
Friedman chi-squared = 38.845, df = 10, p-value = 2.702e-05
4.13 |
4.2 |
4.7 |
4.93 |
5.23 |
5.87 |
5.93 |
6.4 |
7.2 |
7.67 |
9.73 |
Average Precision Score
art1 |
0.8868 |
0.8335 |
0.8889 |
0.8976 |
0.9236 |
0.8899 |
0.9059 |
0.9153 |
0.9146 |
0.8761 |
0.9168 |
art2 |
0.6389 |
0.6394 |
0.6666 |
0.5860 |
0.6507 |
0.5866 |
0.6121 |
0.5692 |
0.5934 |
0.5681 |
0.5684 |
art3 |
0.4410 |
0.4229 |
0.4235 |
0.4189 |
0.4391 |
0.4667 |
0.4615 |
0.4292 |
0.4116 |
0.4381 |
0.4257 |
art4 |
0.6615 |
0.6819 |
0.6829 |
0.6787 |
0.7152 |
0.7274 |
0.7037 |
0.6806 |
0.6845 |
0.6526 |
0.6854 |
cleveland |
0.2492 |
0.2468 |
0.2496 |
0.2390 |
0.2474 |
0.2421 |
0.2481 |
0.2242 |
0.2239 |
0.2332 |
0.2277 |
cleveland_2 |
0.3024 |
0.2829 |
0.3267 |
0.2808 |
0.2942 |
0.3091 |
0.2969 |
0.2817 |
0.2899 |
0.2908 |
0.2810 |
contraceptive |
0.4883 |
0.4411 |
0.4109 |
0.4023 |
0.4576 |
0.4782 |
0.4551 |
0.4029 |
0.4072 |
0.4582 |
0.4444 |
glass |
0.6191 |
0.4777 |
0.4621 |
0.5486 |
0.5849 |
0.5576 |
0.4905 |
0.5800 |
0.6654 |
0.5667 |
0.6044 |
hayes-roth |
0.8965 |
0.8418 |
0.5464 |
0.9205 |
0.9196 |
0.9196 |
0.9196 |
0.9225 |
0.9039 |
0.8234 |
0.8473 |
ecoli |
0.6586 |
0.4940 |
0.5837 |
0.5258 |
0.6009 |
0.5961 |
0.6431 |
0.5533 |
0.5679 |
0.5918 |
0.6525 |
vehicle |
0.8222 |
0.8189 |
0.8374 |
0.8301 |
0.8602 |
0.8339 |
0.8520 |
0.8524 |
0.8458 |
0.8506 |
0.8435 |
wine quality |
0.3067 |
0.3115 |
0.3040 |
0.3013 |
0.3007 |
0.3273 |
0.3236 |
0.2925 |
0.3019 |
0.2964 |
0.3000 |
yeast |
0.3729 |
0.2504 |
0.2095 |
0.2824 |
0.3362 |
0.3342 |
0.3120 |
0.2570 |
0.2635 |
0.2871 |
0.2869 |
pageblocks |
0.6201 |
0.2968 |
0.5643 |
0.5814 |
0.6718 |
0.6146 |
0.5386 |
0.5629 |
0.6053 |
0.3613 |
0.5944 |
newthyroid |
0.8830 |
0.7529 |
0.8488 |
0.8604 |
0.8551 |
0.8544 |
0.8798 |
0.8290 |
0.8945 |
0.8810 |
0.8514 |
Friedman rank sum test
Friedman chi-squared = 39.029, df = 10, p-value = 2.509e-05
3.47 |
4.07 |
4.27 |
4.33 |
6.13 |
6.33 |
6.73 |
7.2 |
7.33 |
7.73 |
8.4 |
Matthews Correlation Coefficient
art1 |
0.8973 |
0.8394 |
0.8992 |
0.9151 |
0.9229 |
0.9012 |
0.9143 |
0.9147 |
0.9148 |
0.8837 |
0.9261 |
art2 |
0.6150 |
0.6045 |
0.6318 |
0.6026 |
0.6232 |
0.5799 |
0.6038 |
0.5949 |
0.6131 |
0.5782 |
0.5921 |
art3 |
0.3524 |
0.2731 |
0.3432 |
0.3150 |
0.3593 |
0.3457 |
0.3365 |
0.3294 |
0.2866 |
0.3401 |
0.3391 |
art4 |
0.6538 |
0.6514 |
0.6594 |
0.6571 |
0.6519 |
0.6744 |
0.6639 |
0.6571 |
0.6561 |
0.6315 |
0.6651 |
cleveland |
0.1818 |
0.0881 |
0.1544 |
0.1022 |
0.1579 |
0.0917 |
0.1070 |
0.0486 |
0.1025 |
0.1211 |
0.0988 |
cleveland_2 |
0.1917 |
0.1601 |
0.2040 |
0.1030 |
0.2225 |
0.2461 |
0.2029 |
0.1623 |
0.1973 |
0.1852 |
0.1631 |
contraceptive |
0.2756 |
0.2185 |
0.2205 |
0.1951 |
0.2425 |
0.2396 |
0.2407 |
0.2025 |
0.2175 |
0.2282 |
0.2487 |
glass |
0.5446 |
0.3599 |
0.4969 |
0.6044 |
0.4860 |
0.5922 |
0.5240 |
0.4898 |
0.6188 |
0.5347 |
0.5792 |
hayes-roth |
0.7790 |
0.6918 |
0.3894 |
0.7537 |
0.7743 |
0.7743 |
0.7561 |
0.7753 |
0.7835 |
0.7307 |
0.8033 |
ecoli |
0.7107 |
0.5814 |
0.7134 |
0.6374 |
0.6948 |
0.7213 |
0.7116 |
0.6524 |
0.6942 |
0.6427 |
0.6892 |
vehicle |
0.8172 |
0.7943 |
0.8461 |
0.8315 |
0.8455 |
0.8241 |
0.7989 |
0.8521 |
0.8510 |
0.8227 |
0.8416 |
wine quality |
0.2075 |
0.1430 |
0.1837 |
0.1779 |
0.1654 |
0.1826 |
0.1911 |
0.1610 |
0.1565 |
0.1335 |
0.1827 |
yeast |
0.3917 |
0.2441 |
0.3999 |
0.3417 |
0.3360 |
0.3517 |
0.3503 |
0.3267 |
0.3187 |
0.3715 |
0.3297 |
pageblocks |
0.7261 |
0.3077 |
0.6857 |
0.7222 |
0.6851 |
0.7430 |
0.6875 |
0.7123 |
0.7250 |
0.3294 |
0.7180 |
newthyroid |
0.8636 |
0.6751 |
0.8232 |
0.8656 |
0.8402 |
0.8847 |
0.8650 |
0.8308 |
0.8781 |
0.8816 |
0.8427 |
Friedman rank sum test
Friedman chi-squared = 41.967, df = 10, p-value = 7.6e-06
4.13 |
4.23 |
5.07 |
5.1 |
5.13 |
5.4 |
5.4 |
6.6 |
7.4 |
7.47 |
10.07 |
K Nearest Neighbours Classifier
G-mean
art1 |
0.9708 |
0.9409 |
0.9788 |
0.9765 |
0.9769 |
0.9842 |
0.9851 |
0.9765 |
0.9711 |
0.9619 |
0.9772 |
art2 |
0.7214 |
0.7288 |
0.7196 |
0.6527 |
0.6669 |
0.6938 |
0.7340 |
0.6545 |
0.6500 |
0.7367 |
0.7370 |
art3 |
0.5712 |
0.6300 |
0.4391 |
0.4373 |
0.3725 |
0.4529 |
0.5032 |
0.4361 |
0.4253 |
0.4926 |
0.4467 |
art4 |
0.8543 |
0.8371 |
0.8248 |
0.7550 |
0.7468 |
0.8065 |
0.7805 |
0.7541 |
0.7230 |
0.8384 |
0.7441 |
cleveland |
0.1097 |
0.0581 |
0.0153 |
0.1175 |
0.0477 |
0.0709 |
0.0327 |
0.1179 |
0.1978 |
0.1470 |
0.1181 |
cleveland_2 |
0.1731 |
0.1318 |
0.0145 |
0.1377 |
0.0056 |
0.0832 |
0.0106 |
0.1377 |
0.2650 |
0.1416 |
0.1377 |
contraceptive |
0.5169 |
0.5114 |
0.4621 |
0.4539 |
0.4790 |
0.5148 |
0.5176 |
0.4957 |
0.4600 |
0.5236 |
0.5136 |
glass |
0.6299 |
0.4157 |
0.3228 |
0.6368 |
0.4414 |
0.5580 |
0.4740 |
0.6588 |
0.6799 |
0.6123 |
0.6693 |
hayes-roth |
0.6474 |
0.5119 |
0.4499 |
0.6532 |
0.6626 |
0.6421 |
0.6125 |
0.7063 |
0.6753 |
0.6135 |
0.6451 |
ecoli |
0.8177 |
0.7751 |
0.7482 |
0.7659 |
0.7491 |
0.7628 |
0.7951 |
0.7455 |
0.7500 |
0.8124 |
0.7652 |
vehicle |
0.8371 |
0.8262 |
0.8217 |
0.8515 |
0.8436 |
0.8470 |
0.8551 |
0.8465 |
0.8610 |
0.8128 |
0.8538 |
wine quality |
0.2867 |
0.3226 |
0.2477 |
0.2530 |
0.1200 |
0.1782 |
0.1299 |
0.2600 |
0.2659 |
0.2980 |
0.2898 |
yeast |
0.4041 |
0.3265 |
0.2576 |
0.3980 |
0.2696 |
0.2693 |
0.2569 |
0.4067 |
0.4007 |
0.4316 |
0.4203 |
pageblocks |
0.1116 |
0.0691 |
0.0902 |
0.1488 |
0.1116 |
0.1116 |
0.1215 |
0.1488 |
0.2696 |
0.1646 |
0.1488 |
newthyroid |
0.8596 |
0.8531 |
0.7728 |
0.8637 |
0.8289 |
0.8125 |
0.8233 |
0.8842 |
0.9067 |
0.8784 |
0.8842 |
Friedman rank sum test
Friedman chi-squared = 32.054, df = 10, p-value = 0.0003922
4 |
4.17 |
4.6 |
5.07 |
5.67 |
6.1 |
6.2 |
6.6 |
6.67 |
8.27 |
8.67 |
Balanced Accuracy
art1 |
0.9718 |
0.9444 |
0.9792 |
0.9768 |
0.9762 |
0.9845 |
0.9853 |
0.9768 |
0.9712 |
0.9635 |
0.9776 |
art2 |
0.7438 |
0.7425 |
0.7504 |
0.6994 |
0.7202 |
0.7363 |
0.7665 |
0.7014 |
0.7077 |
0.7498 |
0.7534 |
art3 |
0.6119 |
0.6204 |
0.5306 |
0.4853 |
0.5306 |
0.5355 |
0.5815 |
0.4849 |
0.4853 |
0.5071 |
0.4895 |
art4 |
0.8633 |
0.8510 |
0.8375 |
0.7901 |
0.7895 |
0.8260 |
0.8089 |
0.7893 |
0.7746 |
0.8490 |
0.7815 |
cleveland |
0.2847 |
0.1946 |
0.2025 |
0.2311 |
0.2210 |
0.2279 |
0.2041 |
0.2321 |
0.2499 |
0.2051 |
0.2333 |
cleveland_2 |
0.3515 |
0.2711 |
0.2737 |
0.2784 |
0.2443 |
0.2719 |
0.2434 |
0.2784 |
0.3231 |
0.2657 |
0.2784 |
contraceptive |
0.5166 |
0.5167 |
0.4784 |
0.4611 |
0.4941 |
0.5202 |
0.5247 |
0.4988 |
0.4692 |
0.5188 |
0.5215 |
glass |
0.6584 |
0.5548 |
0.5652 |
0.6833 |
0.5939 |
0.6171 |
0.6044 |
0.6914 |
0.7103 |
0.6321 |
0.7004 |
hayes-roth |
0.6691 |
0.5446 |
0.5387 |
0.6553 |
0.6487 |
0.6442 |
0.6291 |
0.6652 |
0.6946 |
0.6344 |
0.6508 |
ecoli |
0.8254 |
0.7930 |
0.7828 |
0.7773 |
0.7688 |
0.7794 |
0.8247 |
0.7600 |
0.7662 |
0.8234 |
0.7817 |
vehicle |
0.8412 |
0.8308 |
0.8244 |
0.8540 |
0.8451 |
0.8489 |
0.8568 |
0.8483 |
0.8616 |
0.8172 |
0.8608 |
wine quality |
0.3413 |
0.3296 |
0.3117 |
0.3215 |
0.3108 |
0.3307 |
0.3175 |
0.3292 |
0.3284 |
0.3430 |
0.3306 |
yeast |
0.5192 |
0.4902 |
0.4886 |
0.4576 |
0.5014 |
0.5008 |
0.5101 |
0.4559 |
0.4465 |
0.4763 |
0.4652 |
pageblocks |
0.4479 |
0.4312 |
0.4697 |
0.5584 |
0.4479 |
0.4479 |
0.4697 |
0.5584 |
0.5758 |
0.5960 |
0.5584 |
newthyroid |
0.8665 |
0.8601 |
0.7910 |
0.8702 |
0.8412 |
0.8249 |
0.8360 |
0.8905 |
0.9109 |
0.8816 |
0.8905 |
Friedman rank sum test
Friedman chi-squared = 19.196, df = 10, p-value = 0.03784
3.87 |
4.43 |
5.37 |
5.73 |
5.73 |
5.73 |
6.4 |
6.63 |
7.07 |
7.3 |
7.73 |
F-score
art1 |
0.9249 |
0.8535 |
0.9438 |
0.9515 |
0.9619 |
0.9579 |
0.9551 |
0.9515 |
0.9576 |
0.9030 |
0.9495 |
art2 |
0.7096 |
0.6379 |
0.7114 |
0.6571 |
0.7036 |
0.7035 |
0.7114 |
0.6585 |
0.6626 |
0.6916 |
0.6998 |
art3 |
0.5858 |
0.5502 |
0.5262 |
0.4652 |
0.5243 |
0.5360 |
0.5487 |
0.4651 |
0.4663 |
0.4548 |
0.4550 |
art4 |
0.7791 |
0.7439 |
0.7743 |
0.7424 |
0.7435 |
0.7707 |
0.7554 |
0.7409 |
0.7291 |
0.7620 |
0.7155 |
cleveland |
0.2221 |
0.2101 |
0.1639 |
0.2173 |
0.2157 |
0.2388 |
0.1983 |
0.2173 |
0.2294 |
0.1965 |
0.2187 |
cleveland_2 |
0.2751 |
0.2590 |
0.2369 |
0.2581 |
0.2077 |
0.2667 |
0.2120 |
0.2581 |
0.2900 |
0.2344 |
0.2581 |
contraceptive |
0.5004 |
0.5009 |
0.4642 |
0.4565 |
0.4948 |
0.5134 |
0.5122 |
0.4873 |
0.4701 |
0.5074 |
0.5028 |
glass |
0.6330 |
0.5048 |
0.5722 |
0.6359 |
0.6195 |
0.6391 |
0.5789 |
0.6485 |
0.6854 |
0.5565 |
0.6590 |
hayes-roth |
0.6579 |
0.5256 |
0.5234 |
0.6688 |
0.6905 |
0.6612 |
0.6335 |
0.6768 |
0.6978 |
0.6208 |
0.6552 |
ecoli |
0.8240 |
0.7907 |
0.7796 |
0.7680 |
0.7702 |
0.7988 |
0.8150 |
0.7503 |
0.7588 |
0.8060 |
0.7693 |
vehicle |
0.8123 |
0.8035 |
0.8130 |
0.8331 |
0.8349 |
0.8477 |
0.8537 |
0.8284 |
0.8510 |
0.7890 |
0.8322 |
wine quality |
0.3273 |
0.3029 |
0.3132 |
0.3093 |
0.3119 |
0.3325 |
0.3117 |
0.3156 |
0.3247 |
0.3012 |
0.3138 |
yeast |
0.5055 |
0.4454 |
0.5046 |
0.4336 |
0.5024 |
0.5019 |
0.4929 |
0.4293 |
0.4179 |
0.3971 |
0.4141 |
pageblocks |
0.4797 |
0.2860 |
0.4896 |
0.5158 |
0.4797 |
0.4797 |
0.4548 |
0.5158 |
0.5324 |
0.3867 |
0.5158 |
newthyroid |
0.8852 |
0.8738 |
0.8359 |
0.8766 |
0.8808 |
0.8731 |
0.8775 |
0.8991 |
0.9135 |
0.8633 |
0.8991 |
Friedman rank sum test
Friedman chi-squared = 32.03, df = 10, p-value = 0.0003959
3.73 |
4.07 |
4.53 |
5.4 |
5.67 |
6.1 |
6.27 |
6.83 |
6.93 |
7.87 |
8.6 |
Average Precision Score
art1 |
0.9648 |
0.8954 |
0.9763 |
0.9568 |
0.9835 |
0.9968 |
0.9803 |
0.9506 |
0.9615 |
0.9103 |
0.9558 |
art2 |
0.7368 |
0.7310 |
0.7362 |
0.6036 |
0.7220 |
0.8168 |
0.8073 |
0.5976 |
0.6374 |
0.6130 |
0.6810 |
art3 |
0.5486 |
0.5637 |
0.5261 |
0.4289 |
0.5005 |
0.5756 |
0.5507 |
0.4264 |
0.4350 |
0.4198 |
0.4524 |
art4 |
0.7990 |
0.7986 |
0.7745 |
0.7247 |
0.7707 |
0.9250 |
0.8587 |
0.7156 |
0.7198 |
0.7175 |
0.8109 |
cleveland |
0.2553 |
0.2269 |
0.2495 |
0.2260 |
0.2398 |
0.2519 |
0.2365 |
0.2267 |
0.2224 |
0.2523 |
0.2271 |
cleveland_2 |
0.3121 |
0.2801 |
0.3078 |
0.2761 |
0.2914 |
0.2960 |
0.2881 |
0.2760 |
0.2763 |
0.2811 |
0.2764 |
contraceptive |
0.5274 |
0.5110 |
0.4499 |
0.4448 |
0.5034 |
0.5275 |
0.5205 |
0.4962 |
0.4377 |
0.5155 |
0.5249 |
glass |
0.6120 |
0.4813 |
0.5228 |
0.6036 |
0.6187 |
0.6269 |
0.6111 |
0.6034 |
0.6320 |
0.5318 |
0.6131 |
hayes-roth |
0.6978 |
0.5878 |
0.5559 |
0.6954 |
0.7420 |
0.7031 |
0.7129 |
0.7401 |
0.7737 |
0.6043 |
0.7327 |
ecoli |
0.8185 |
0.8199 |
0.7720 |
0.6839 |
0.7185 |
0.8162 |
0.7977 |
0.6741 |
0.6968 |
0.8153 |
0.7340 |
vehicle |
0.8286 |
0.8410 |
0.8189 |
0.8425 |
0.8600 |
0.8790 |
0.8765 |
0.8737 |
0.8358 |
0.7923 |
0.8819 |
wine quality |
0.3263 |
0.3101 |
0.2890 |
0.2921 |
0.2991 |
0.3078 |
0.3107 |
0.2942 |
0.2992 |
0.2968 |
0.3009 |
yeast |
0.4577 |
0.4291 |
0.2881 |
0.3144 |
0.4861 |
0.4840 |
0.4587 |
0.3244 |
0.2844 |
0.3253 |
0.3296 |
pageblocks |
0.6013 |
0.3469 |
0.5343 |
0.4424 |
0.6013 |
0.6013 |
0.6035 |
0.4424 |
0.4763 |
0.4672 |
0.4473 |
newthyroid |
0.9084 |
0.9050 |
0.8526 |
0.8844 |
0.9033 |
0.8987 |
0.9011 |
0.8773 |
0.8881 |
0.8413 |
0.8925 |
Friedman rank sum test
Friedman chi-squared = 65.982, df = 10, p-value = 2.629e-10
2.53 |
3.47 |
3.6 |
4.6 |
5.6 |
6.27 |
7.13 |
7.4 |
7.93 |
8.7 |
8.77 |
Matthews Correlation Coefficient
art1 |
0.8878 |
0.7982 |
0.9165 |
0.9238 |
0.9386 |
0.9404 |
0.9377 |
0.9238 |
0.9349 |
0.8587 |
0.9198 |
art2 |
0.6436 |
0.5433 |
0.6509 |
0.5808 |
0.6463 |
0.6409 |
0.6458 |
0.5817 |
0.5930 |
0.6134 |
0.6197 |
art3 |
0.4485 |
0.3868 |
0.4028 |
0.2667 |
0.4069 |
0.4160 |
0.4114 |
0.2688 |
0.2712 |
0.2688 |
0.2659 |
art4 |
0.6876 |
0.6374 |
0.6865 |
0.6531 |
0.6617 |
0.6866 |
0.6713 |
0.6508 |
0.6390 |
0.6695 |
0.6081 |
cleveland |
0.1492 |
0.0654 |
0.0482 |
0.0610 |
0.1075 |
0.1035 |
0.0914 |
0.0620 |
0.0566 |
0.0418 |
0.0654 |
cleveland_2 |
0.1599 |
0.1019 |
0.0020 |
0.0570 |
-0.0066 |
0.0458 |
-0.0068 |
0.0570 |
0.0913 |
0.0734 |
0.0570 |
contraceptive |
0.2702 |
0.2727 |
0.2332 |
0.1864 |
0.2568 |
0.2823 |
0.2846 |
0.2469 |
0.2076 |
0.2728 |
0.2694 |
glass |
0.5388 |
0.3807 |
0.5338 |
0.5541 |
0.5354 |
0.5496 |
0.5093 |
0.5662 |
0.6157 |
0.4611 |
0.5709 |
hayes-roth |
0.4690 |
0.2846 |
0.2439 |
0.4483 |
0.4896 |
0.4592 |
0.4238 |
0.4780 |
0.5402 |
0.4178 |
0.4371 |
ecoli |
0.7926 |
0.7692 |
0.7695 |
0.7401 |
0.7499 |
0.7902 |
0.7924 |
0.7098 |
0.7267 |
0.7770 |
0.7422 |
vehicle |
0.7214 |
0.7037 |
0.7153 |
0.7465 |
0.7467 |
0.7647 |
0.7747 |
0.7425 |
0.7729 |
0.6853 |
0.7530 |
wine quality |
0.1442 |
0.0696 |
0.1038 |
0.0967 |
0.1192 |
0.1102 |
0.1163 |
0.1046 |
0.1198 |
0.0982 |
0.1023 |
yeast |
0.4443 |
0.3484 |
0.4302 |
0.3704 |
0.4321 |
0.4321 |
0.4287 |
0.3574 |
0.3297 |
0.3479 |
0.3461 |
pageblocks |
0.5705 |
0.1521 |
0.5995 |
0.5602 |
0.5705 |
0.5705 |
0.5915 |
0.5602 |
0.5859 |
0.2808 |
0.5602 |
newthyroid |
0.8177 |
0.8208 |
0.7614 |
0.8099 |
0.8281 |
0.8156 |
0.8270 |
0.8490 |
0.8704 |
0.7839 |
0.8490 |
Friedman rank sum test
Friedman chi-squared = 38.204, df = 10, p-value = 3.497e-05
3.67 |
3.97 |
4.33 |
4.57 |
5.4 |
6.67 |
6.73 |
6.83 |
7.7 |
8 |
8.13 |
Naive Bayes Classifier
G-mean
art1 |
0.8738 |
0.9231 |
0.7897 |
0.9316 |
0.8663 |
0.8652 |
0.9022 |
0.9330 |
0.9364 |
0.9334 |
0.9321 |
art2 |
0.6885 |
0.7758 |
0.4503 |
0.7907 |
0.6654 |
0.6240 |
0.6605 |
0.7883 |
0.7321 |
0.7856 |
0.7888 |
art3 |
0.2382 |
0.6311 |
0.0927 |
0.6188 |
0.1735 |
0.1687 |
0.2243 |
0.6267 |
0.6509 |
0.6249 |
0.6355 |
art4 |
0.7890 |
0.8432 |
0.6991 |
0.8489 |
0.8318 |
0.7621 |
0.7872 |
0.8364 |
0.8304 |
0.8473 |
0.8363 |
cleveland |
0.2463 |
0.1920 |
0.0412 |
0.2223 |
0.1025 |
0.1233 |
0.1010 |
0.1731 |
0.2688 |
0.1955 |
0.2012 |
cleveland_2 |
0.3421 |
0.2217 |
0.0685 |
0.2494 |
0.1211 |
0.2021 |
0.1257 |
0.2267 |
0.2517 |
0.2644 |
0.2432 |
contraceptive |
0.4876 |
0.4837 |
0.4740 |
0.4919 |
0.4938 |
0.4830 |
0.4833 |
0.4836 |
0.4909 |
0.4865 |
0.4641 |
glass |
0.2795 |
0.2017 |
0.1783 |
0.2261 |
0.1697 |
0.1707 |
0.2270 |
0.1516 |
0.3217 |
0.4247 |
0.2250 |
hayes-roth |
0.6603 |
0.6401 |
0.5520 |
0.6546 |
0.6450 |
0.6546 |
0.6546 |
0.6421 |
0.2453 |
0.5461 |
0.6474 |
ecoli |
0.5077 |
0.3527 |
0.6755 |
0.2898 |
0.4418 |
0.3275 |
0.1032 |
0.3031 |
0.4573 |
0.3767 |
0.5508 |
vehicle |
0.5321 |
0.5200 |
0.4465 |
0.4595 |
0.5976 |
0.4597 |
0.6198 |
0.5069 |
0.5386 |
0.5219 |
0.5058 |
wine quality |
0.4403 |
0.4296 |
0.3387 |
0.4377 |
0.3629 |
0.4126 |
0.3654 |
0.4497 |
0.4319 |
0.4466 |
0.4341 |
yeast |
0.1492 |
0.2687 |
0.1238 |
0.0689 |
0.0686 |
0.0686 |
0.0365 |
0.0644 |
0.0906 |
0.1874 |
0.1710 |
pageblocks |
0.1923 |
0.5241 |
0.1060 |
0.2064 |
0.1923 |
0.1923 |
0.1769 |
0.1405 |
0.1997 |
0.2164 |
0.1404 |
newthyroid |
0.9479 |
0.9559 |
0.9405 |
0.9458 |
0.9344 |
0.9405 |
0.9405 |
0.9437 |
0.9559 |
0.9416 |
0.9458 |
Friedman rank sum test
Friedman chi-squared = 50.962, df = 10, p-value = 1.775e-07
3.97 |
4 |
4.27 |
4.53 |
4.97 |
5.13 |
6.27 |
7.37 |
7.73 |
8.37 |
9.4 |
Balanced Accuracy
art1 |
0.8810 |
0.9272 |
0.8077 |
0.9351 |
0.8687 |
0.8690 |
0.9052 |
0.9363 |
0.9367 |
0.9371 |
0.9351 |
art2 |
0.7538 |
0.7905 |
0.5611 |
0.8018 |
0.7071 |
0.6907 |
0.7411 |
0.7992 |
0.7659 |
0.7966 |
0.8038 |
art3 |
0.5802 |
0.6429 |
0.3708 |
0.6325 |
0.3986 |
0.4058 |
0.5492 |
0.6403 |
0.6665 |
0.6395 |
0.6472 |
art4 |
0.8206 |
0.8524 |
0.7563 |
0.8575 |
0.8435 |
0.7935 |
0.8177 |
0.8466 |
0.8421 |
0.8569 |
0.8464 |
cleveland |
0.3300 |
0.2456 |
0.3160 |
0.2885 |
0.2827 |
0.3019 |
0.2908 |
0.2596 |
0.3128 |
0.2484 |
0.2886 |
cleveland_2 |
0.4219 |
0.3320 |
0.3710 |
0.3532 |
0.3470 |
0.3586 |
0.3749 |
0.3325 |
0.3573 |
0.3395 |
0.3487 |
contraceptive |
0.5011 |
0.4974 |
0.5003 |
0.5033 |
0.4989 |
0.4942 |
0.4995 |
0.4963 |
0.4997 |
0.4989 |
0.4921 |
glass |
0.5456 |
0.4501 |
0.5272 |
0.4904 |
0.4766 |
0.4812 |
0.5115 |
0.4623 |
0.4962 |
0.6067 |
0.4867 |
hayes-roth |
0.7039 |
0.6948 |
0.6086 |
0.7143 |
0.6921 |
0.7143 |
0.7143 |
0.6989 |
0.6275 |
0.6364 |
0.7042 |
ecoli |
0.7266 |
0.6163 |
0.7229 |
0.5548 |
0.6205 |
0.5462 |
0.4633 |
0.5546 |
0.6374 |
0.6590 |
0.6723 |
vehicle |
0.6041 |
0.6112 |
0.5798 |
0.5894 |
0.6063 |
0.5848 |
0.6371 |
0.6042 |
0.6209 |
0.6074 |
0.6051 |
wine quality |
0.4740 |
0.4705 |
0.3872 |
0.4749 |
0.4367 |
0.4580 |
0.4181 |
0.4762 |
0.4596 |
0.4669 |
0.4643 |
yeast |
0.4118 |
0.4398 |
0.3996 |
0.3172 |
0.3204 |
0.3204 |
0.2302 |
0.3165 |
0.3323 |
0.4255 |
0.3938 |
pageblocks |
0.6145 |
0.7391 |
0.5725 |
0.6404 |
0.6145 |
0.6145 |
0.5595 |
0.5567 |
0.6327 |
0.6913 |
0.5559 |
newthyroid |
0.9511 |
0.9578 |
0.9432 |
0.9489 |
0.9400 |
0.9432 |
0.9432 |
0.9467 |
0.9578 |
0.9444 |
0.9489 |
Friedman rank sum test
Friedman chi-squared = 24.886, df = 10, p-value = 0.005566
4.33 |
4.57 |
4.7 |
4.8 |
5.5 |
5.57 |
6.73 |
6.73 |
7.4 |
7.77 |
7.9 |
F-score
art1 |
0.9027 |
0.8307 |
0.8597 |
0.8430 |
0.8518 |
0.9001 |
0.8777 |
0.8455 |
0.9035 |
0.8433 |
0.8497 |
art2 |
0.7458 |
0.6881 |
0.5996 |
0.7070 |
0.7191 |
0.7010 |
0.6961 |
0.7066 |
0.7148 |
0.7003 |
0.7119 |
art3 |
0.5271 |
0.5236 |
0.3360 |
0.5128 |
0.3560 |
0.3745 |
0.4567 |
0.5199 |
0.6152 |
0.5147 |
0.5331 |
art4 |
0.7899 |
0.7586 |
0.7479 |
0.7613 |
0.7876 |
0.7761 |
0.7824 |
0.7483 |
0.7823 |
0.7546 |
0.7549 |
cleveland |
0.2995 |
0.2256 |
0.2207 |
0.2817 |
0.2774 |
0.2954 |
0.2651 |
0.2483 |
0.2909 |
0.2318 |
0.2721 |
cleveland_2 |
0.3589 |
0.3103 |
0.3124 |
0.3347 |
0.3519 |
0.3526 |
0.3464 |
0.3146 |
0.3414 |
0.3022 |
0.3284 |
contraceptive |
0.4744 |
0.4702 |
0.4668 |
0.4775 |
0.4812 |
0.4714 |
0.4717 |
0.4694 |
0.4821 |
0.4726 |
0.4562 |
glass |
0.4814 |
0.3862 |
0.4774 |
0.4107 |
0.4164 |
0.4213 |
0.4490 |
0.3871 |
0.4408 |
0.5221 |
0.4409 |
hayes-roth |
0.6510 |
0.6357 |
0.5447 |
0.6724 |
0.6493 |
0.6672 |
0.6714 |
0.6462 |
0.5036 |
0.5612 |
0.6515 |
ecoli |
0.7040 |
0.5781 |
0.7272 |
0.4616 |
0.5493 |
0.4632 |
0.3678 |
0.4712 |
0.5611 |
0.6307 |
0.6581 |
vehicle |
0.5570 |
0.5634 |
0.5180 |
0.5273 |
0.5962 |
0.5269 |
0.6367 |
0.5550 |
0.5758 |
0.5554 |
0.5550 |
wine quality |
0.4390 |
0.4026 |
0.3828 |
0.3882 |
0.4359 |
0.4364 |
0.3843 |
0.4086 |
0.3909 |
0.4025 |
0.4263 |
yeast |
0.3314 |
0.4035 |
0.3521 |
0.2078 |
0.2127 |
0.2127 |
0.1572 |
0.2022 |
0.2518 |
0.3786 |
0.3427 |
pageblocks |
0.5574 |
0.4938 |
0.4754 |
0.5031 |
0.5574 |
0.5574 |
0.5201 |
0.4587 |
0.5287 |
0.5233 |
0.4560 |
newthyroid |
0.9591 |
0.9550 |
0.9583 |
0.9531 |
0.9507 |
0.9583 |
0.9583 |
0.9476 |
0.9550 |
0.9417 |
0.9532 |
Friedman rank sum test
Friedman chi-squared = 38.395, df = 10, p-value = 3.239e-05
2.4 |
4.5 |
4.97 |
5.23 |
5.93 |
6 |
6.8 |
6.87 |
7.23 |
7.93 |
8.13 |
Average Precision Score
art1 |
0.9803 |
0.9706 |
0.9781 |
0.9765 |
0.9357 |
0.9749 |
0.9762 |
0.9760 |
0.9788 |
0.9760 |
0.9764 |
art2 |
0.8464 |
0.8135 |
0.8462 |
0.8206 |
0.8464 |
0.8497 |
0.8460 |
0.8225 |
0.8381 |
0.8227 |
0.8265 |
art3 |
0.6229 |
0.5795 |
0.6599 |
0.5800 |
0.6612 |
0.6350 |
0.6303 |
0.5745 |
0.6307 |
0.5708 |
0.5771 |
art4 |
0.9191 |
0.9126 |
0.9196 |
0.9172 |
0.8834 |
0.9152 |
0.9217 |
0.9166 |
0.9186 |
0.9173 |
0.9169 |
cleveland |
0.3444 |
0.3114 |
0.3556 |
0.3406 |
0.3414 |
0.3474 |
0.3278 |
0.3392 |
0.3544 |
0.3134 |
0.3397 |
cleveland_2 |
0.3974 |
0.3455 |
0.4430 |
0.3958 |
0.4116 |
0.4128 |
0.3932 |
0.3897 |
0.4078 |
0.3710 |
0.3995 |
contraceptive |
0.4987 |
0.5085 |
0.5121 |
0.4992 |
0.5099 |
0.5051 |
0.5020 |
0.4981 |
0.5057 |
0.4947 |
0.4988 |
glass |
0.5830 |
0.5191 |
0.5503 |
0.5690 |
0.5557 |
0.5615 |
0.5786 |
0.5637 |
0.5869 |
0.6181 |
0.5677 |
hayes-roth |
0.8280 |
0.7703 |
0.6951 |
0.8414 |
0.8148 |
0.8504 |
0.8479 |
0.8463 |
0.8243 |
0.7636 |
0.8488 |
ecoli |
0.8490 |
0.8190 |
0.8144 |
0.7945 |
0.7922 |
0.7976 |
0.7854 |
0.7894 |
0.7986 |
0.8374 |
0.8103 |
vehicle |
0.6736 |
0.7014 |
0.6883 |
0.6797 |
0.6532 |
0.7024 |
0.7142 |
0.7007 |
0.7150 |
0.6824 |
0.6981 |
wine quality |
0.4352 |
0.4149 |
0.3914 |
0.4241 |
0.4274 |
0.4256 |
0.3962 |
0.4223 |
0.4184 |
0.4189 |
0.4311 |
yeast |
0.4291 |
0.4288 |
0.3046 |
0.3493 |
0.3648 |
0.3645 |
0.4015 |
0.3495 |
0.3726 |
0.4608 |
0.4854 |
pageblocks |
0.6169 |
0.5703 |
0.4921 |
0.6034 |
0.6169 |
0.6169 |
0.5801 |
0.6063 |
0.6669 |
0.6112 |
0.6061 |
newthyroid |
0.9912 |
0.9885 |
0.9909 |
0.9897 |
0.9894 |
0.9913 |
0.9914 |
0.9892 |
0.9897 |
0.9904 |
0.9892 |
Friedman rank sum test
Friedman chi-squared = 26.833, df = 10, p-value = 0.002768
4.13 |
4.27 |
4.53 |
5.53 |
5.67 |
5.73 |
6.2 |
6.8 |
6.87 |
7.93 |
8.33 |
Matthews Correlation Coefficient
art1 |
0.8613 |
0.7659 |
0.8169 |
0.7850 |
0.7822 |
0.8460 |
0.8136 |
0.7883 |
0.8534 |
0.7845 |
0.7923 |
art2 |
0.6967 |
0.5993 |
0.4808 |
0.6243 |
0.6497 |
0.6060 |
0.6018 |
0.6243 |
0.6405 |
0.6172 |
0.6289 |
art3 |
0.4804 |
0.3780 |
0.1268 |
0.3661 |
0.1331 |
0.1363 |
0.3022 |
0.3777 |
0.4699 |
0.3695 |
0.3914 |
art4 |
0.7128 |
0.6644 |
0.6731 |
0.6658 |
0.6974 |
0.6853 |
0.6852 |
0.6479 |
0.6894 |
0.6594 |
0.6551 |
cleveland |
0.2206 |
0.0716 |
0.1951 |
0.1791 |
0.2089 |
0.2106 |
0.2133 |
0.1457 |
0.1850 |
0.1185 |
0.1809 |
cleveland_2 |
0.2695 |
0.2227 |
0.2538 |
0.2462 |
0.2682 |
0.2545 |
0.3113 |
0.2225 |
0.2521 |
0.1956 |
0.2347 |
contraceptive |
0.2389 |
0.2336 |
0.2414 |
0.2415 |
0.2332 |
0.2284 |
0.2355 |
0.2309 |
0.2375 |
0.2354 |
0.2270 |
glass |
0.3570 |
0.2254 |
0.3958 |
0.2584 |
0.2975 |
0.3106 |
0.3111 |
0.2479 |
0.2952 |
0.4161 |
0.3349 |
hayes-roth |
0.4775 |
0.4645 |
0.3512 |
0.4969 |
0.4757 |
0.5024 |
0.4998 |
0.4686 |
0.3948 |
0.3749 |
0.4795 |
ecoli |
0.7216 |
0.6049 |
0.7494 |
0.4688 |
0.5134 |
0.4616 |
0.4258 |
0.4714 |
0.5438 |
0.7024 |
0.6092 |
vehicle |
0.4478 |
0.4682 |
0.4222 |
0.4338 |
0.4152 |
0.4318 |
0.4706 |
0.4558 |
0.4837 |
0.4554 |
0.4587 |
wine quality |
0.2895 |
0.2531 |
0.2052 |
0.2402 |
0.2935 |
0.2980 |
0.2419 |
0.2688 |
0.2368 |
0.2337 |
0.2845 |
yeast |
0.2924 |
0.3129 |
0.2598 |
0.1255 |
0.1277 |
0.1277 |
0.1160 |
0.1225 |
0.1577 |
0.3096 |
0.2632 |
pageblocks |
0.6246 |
0.4060 |
0.6835 |
0.5696 |
0.6246 |
0.6246 |
0.5995 |
0.5442 |
0.6233 |
0.6130 |
0.5388 |
newthyroid |
0.9403 |
0.9309 |
0.9394 |
0.9300 |
0.9301 |
0.9394 |
0.9394 |
0.9219 |
0.9309 |
0.9115 |
0.9308 |
Friedman rank sum test
Friedman chi-squared = 30.827, df = 10, p-value = 0.0006266
2.47 |
5.03 |
5.43 |
5.53 |
5.87 |
6 |
6.03 |
7.07 |
7.13 |
7.37 |
8.07 |
Random Forest
G-mean
art1 |
0.9626 |
0.9608 |
0.9649 |
0.9582 |
0.9590 |
0.9675 |
0.9613 |
0.9675 |
0.9567 |
0.9639 |
0.9688 |
art2 |
0.7655 |
0.7032 |
0.7065 |
0.6618 |
0.6870 |
0.6703 |
0.7090 |
0.6574 |
0.6631 |
0.6920 |
0.6818 |
art3 |
0.6296 |
0.5751 |
0.4391 |
0.4422 |
0.4204 |
0.4725 |
0.5040 |
0.4649 |
0.4968 |
0.5544 |
0.4667 |
art4 |
0.8352 |
0.7714 |
0.7702 |
0.7495 |
0.7568 |
0.7651 |
0.7641 |
0.7361 |
0.7404 |
0.7746 |
0.7597 |
cleveland |
0.2631 |
0.1453 |
0.0232 |
0.1481 |
0.0848 |
0.1516 |
0.0668 |
0.1889 |
0.2100 |
0.2381 |
0.1835 |
cleveland_2 |
0.3564 |
0.2777 |
0.0369 |
0.1028 |
0.1090 |
0.1115 |
0.0956 |
0.1831 |
0.1340 |
0.2749 |
0.2332 |
contraceptive |
0.5461 |
0.5239 |
0.5007 |
0.4901 |
0.5120 |
0.5243 |
0.5160 |
0.4953 |
0.4928 |
0.5477 |
0.5211 |
glass |
0.7480 |
0.6241 |
0.3651 |
0.7252 |
0.5363 |
0.6353 |
0.6058 |
0.7017 |
0.7590 |
0.6961 |
0.7363 |
hayes-roth |
0.8474 |
0.8708 |
0.5766 |
0.8572 |
0.8532 |
0.8545 |
0.8533 |
0.8552 |
0.8677 |
0.8124 |
0.8642 |
ecoli |
0.8167 |
0.7985 |
0.7544 |
0.7362 |
0.7908 |
0.7798 |
0.8239 |
0.7566 |
0.7812 |
0.8234 |
0.7988 |
vehicle |
0.9228 |
0.9475 |
0.9453 |
0.9601 |
0.9684 |
0.9584 |
0.9563 |
0.9664 |
0.9667 |
0.9193 |
0.9680 |
wine quality |
0.4462 |
0.4324 |
0.3067 |
0.2311 |
0.1662 |
0.4193 |
0.3398 |
0.3011 |
0.2752 |
0.3785 |
0.3786 |
yeast |
0.3556 |
0.3621 |
0.2513 |
0.2791 |
0.2622 |
0.3379 |
0.2815 |
0.2675 |
0.3348 |
0.4313 |
0.3487 |
pageblocks |
0.4777 |
0.5187 |
0.1574 |
0.3435 |
0.3661 |
0.3788 |
0.4852 |
0.3398 |
0.3543 |
0.6138 |
0.4960 |
newthyroid |
0.9819 |
0.9469 |
0.8811 |
0.8897 |
0.9188 |
0.9135 |
0.9525 |
0.9093 |
0.8796 |
0.9473 |
0.9355 |
Friedman rank sum test
Friedman chi-squared = 50.024, df = 10, p-value = 2.642e-07
3.13 |
4 |
4.2 |
4.27 |
5.73 |
5.87 |
6.73 |
7.2 |
7.8 |
8.33 |
8.73 |
Balanced Accuracy
art1 |
0.9675 |
0.9625 |
0.9647 |
0.9575 |
0.9536 |
0.9665 |
0.9619 |
0.9581 |
0.9625 |
0.9631 |
0.9724 |
art2 |
0.7859 |
0.7254 |
0.7470 |
0.7079 |
0.7214 |
0.7206 |
0.7429 |
0.7012 |
0.7103 |
0.7171 |
0.7147 |
art3 |
0.6444 |
0.5986 |
0.5391 |
0.5248 |
0.5435 |
0.5591 |
0.5708 |
0.5244 |
0.5413 |
0.5679 |
0.5492 |
art4 |
0.8597 |
0.8044 |
0.7974 |
0.7887 |
0.7901 |
0.7962 |
0.7974 |
0.7950 |
0.7891 |
0.7998 |
0.7921 |
cleveland |
0.3050 |
0.2332 |
0.2595 |
0.2595 |
0.2860 |
0.3146 |
0.2756 |
0.2627 |
0.2687 |
0.2984 |
0.2661 |
cleveland_2 |
0.3954 |
0.3073 |
0.3390 |
0.3320 |
0.3220 |
0.3527 |
0.3007 |
0.3459 |
0.3118 |
0.3454 |
0.3471 |
contraceptive |
0.5557 |
0.5168 |
0.5157 |
0.4884 |
0.5215 |
0.5338 |
0.5274 |
0.4970 |
0.4989 |
0.5439 |
0.5276 |
glass |
0.7925 |
0.6583 |
0.6808 |
0.7656 |
0.7090 |
0.7096 |
0.6898 |
0.7580 |
0.7449 |
0.7434 |
0.7808 |
hayes-roth |
0.8644 |
0.8555 |
0.6984 |
0.8745 |
0.8696 |
0.8696 |
0.8699 |
0.8485 |
0.8694 |
0.8283 |
0.8841 |
ecoli |
0.8293 |
0.8137 |
0.7750 |
0.8075 |
0.7899 |
0.8126 |
0.8052 |
0.7867 |
0.7850 |
0.8245 |
0.7982 |
vehicle |
0.9285 |
0.9498 |
0.9484 |
0.9603 |
0.9588 |
0.9577 |
0.9556 |
0.9643 |
0.9691 |
0.9198 |
0.9676 |
wine quality |
0.4682 |
0.4356 |
0.3601 |
0.4219 |
0.4028 |
0.4585 |
0.4358 |
0.4311 |
0.4019 |
0.4452 |
0.4410 |
yeast |
0.5520 |
0.4872 |
0.5110 |
0.5193 |
0.5157 |
0.5340 |
0.5325 |
0.5191 |
0.5159 |
0.5190 |
0.5290 |
pageblocks |
0.7099 |
0.7062 |
0.6541 |
0.6880 |
0.6876 |
0.5926 |
0.5785 |
0.7103 |
0.7215 |
0.7949 |
0.6861 |
newthyroid |
0.9711 |
0.9333 |
0.9067 |
0.9035 |
0.9176 |
0.9406 |
0.9394 |
0.9051 |
0.8794 |
0.9505 |
0.9489 |
Friedman rank sum test
Friedman chi-squared = 43.715, df = 10, p-value = 3.702e-06
2.33 |
4.37 |
4.53 |
4.73 |
5.9 |
6.7 |
7.17 |
7.33 |
7.37 |
7.4 |
8.17 |
F-score
art1 |
0.9353 |
0.8893 |
0.9472 |
0.9535 |
0.9494 |
0.9463 |
0.9526 |
0.9473 |
0.9578 |
0.9324 |
0.9579 |
art2 |
0.7268 |
0.6611 |
0.6959 |
0.6621 |
0.7118 |
0.6887 |
0.7105 |
0.6708 |
0.6708 |
0.6722 |
0.6864 |
art3 |
0.5760 |
0.5480 |
0.5415 |
0.5294 |
0.5338 |
0.5560 |
0.5383 |
0.5346 |
0.5196 |
0.5312 |
0.5371 |
art4 |
0.7583 |
0.7419 |
0.7596 |
0.7561 |
0.7550 |
0.7559 |
0.7627 |
0.7541 |
0.7567 |
0.7416 |
0.7482 |
cleveland |
0.2715 |
0.2440 |
0.1832 |
0.2941 |
0.2783 |
0.2996 |
0.2454 |
0.2466 |
0.2637 |
0.2171 |
0.2660 |
cleveland_2 |
0.3439 |
0.2845 |
0.2886 |
0.3103 |
0.3093 |
0.3130 |
0.3051 |
0.3483 |
0.3349 |
0.3002 |
0.3528 |
contraceptive |
0.5347 |
0.5082 |
0.5029 |
0.5006 |
0.5369 |
0.5285 |
0.5317 |
0.4985 |
0.5026 |
0.5431 |
0.5315 |
glass |
0.7308 |
0.5919 |
0.6194 |
0.7147 |
0.6946 |
0.7091 |
0.6980 |
0.7138 |
0.7760 |
0.6513 |
0.7454 |
hayes-roth |
0.8577 |
0.8014 |
0.6470 |
0.8685 |
0.8745 |
0.8696 |
0.8598 |
0.8678 |
0.8748 |
0.7628 |
0.8832 |
ecoli |
0.8112 |
0.7969 |
0.7921 |
0.7937 |
0.8051 |
0.8073 |
0.8079 |
0.8057 |
0.7958 |
0.8309 |
0.8164 |
vehicle |
0.8983 |
0.9129 |
0.9394 |
0.9600 |
0.9538 |
0.9576 |
0.9473 |
0.9574 |
0.9607 |
0.8862 |
0.9584 |
wine quality |
0.4294 |
0.3839 |
0.3678 |
0.4009 |
0.3914 |
0.4460 |
0.4193 |
0.4170 |
0.4041 |
0.4169 |
0.4441 |
yeast |
0.5394 |
0.4337 |
0.5249 |
0.5233 |
0.5464 |
0.5339 |
0.5434 |
0.5164 |
0.5172 |
0.4947 |
0.5143 |
pageblocks |
0.6805 |
0.4718 |
0.5652 |
0.7723 |
0.6006 |
0.6265 |
0.6541 |
0.5681 |
0.6030 |
0.5607 |
0.7164 |
newthyroid |
0.9512 |
0.9035 |
0.8909 |
0.9273 |
0.9295 |
0.9398 |
0.9496 |
0.9221 |
0.9166 |
0.9548 |
0.9508 |
Friedman rank sum test
Friedman chi-squared = 44.509, df = 10, p-value = 2.666e-06
3.8 |
3.93 |
4.47 |
4.8 |
5.4 |
5.8 |
5.93 |
6.67 |
7.67 |
8.13 |
9.4 |
Average Precision Score
art1 |
0.9846 |
0.9630 |
0.9895 |
0.9707 |
0.9894 |
0.9915 |
0.9933 |
0.9754 |
0.9940 |
0.9730 |
0.9864 |
art2 |
0.8032 |
0.7813 |
0.7677 |
0.7136 |
0.7178 |
0.7877 |
0.7955 |
0.7024 |
0.7602 |
0.7463 |
0.7429 |
art3 |
0.5820 |
0.5580 |
0.5518 |
0.5084 |
0.5801 |
0.5771 |
0.5873 |
0.5167 |
0.5153 |
0.5244 |
0.5369 |
art4 |
0.8766 |
0.8973 |
0.8811 |
0.7772 |
0.8751 |
0.8967 |
0.8878 |
0.7910 |
0.8405 |
0.7826 |
0.8540 |
cleveland |
0.3176 |
0.3279 |
0.3353 |
0.3111 |
0.3040 |
0.3105 |
0.3174 |
0.3131 |
0.3078 |
0.3029 |
0.3165 |
cleveland_2 |
0.3734 |
0.3599 |
0.3991 |
0.3761 |
0.4000 |
0.3703 |
0.4021 |
0.3671 |
0.3758 |
0.3595 |
0.3897 |
contraceptive |
0.5789 |
0.5776 |
0.5549 |
0.5323 |
0.5763 |
0.5838 |
0.5811 |
0.5193 |
0.5290 |
0.5756 |
0.5755 |
glass |
0.8077 |
0.6842 |
0.7451 |
0.8461 |
0.8334 |
0.8341 |
0.8160 |
0.8374 |
0.8451 |
0.7852 |
0.8315 |
hayes-roth |
0.9203 |
0.8457 |
0.7470 |
0.9465 |
0.9328 |
0.9366 |
0.9429 |
0.9514 |
0.9456 |
0.8678 |
0.9283 |
ecoli |
0.8776 |
0.8367 |
0.8476 |
0.8385 |
0.8571 |
0.8745 |
0.8742 |
0.8517 |
0.8514 |
0.8536 |
0.8657 |
vehicle |
0.9753 |
0.9858 |
0.9798 |
0.9898 |
0.9858 |
0.9913 |
0.9893 |
0.9919 |
0.9890 |
0.9708 |
0.9917 |
wine quality |
0.4607 |
0.4120 |
0.3796 |
0.4212 |
0.4333 |
0.4445 |
0.4370 |
0.4394 |
0.4316 |
0.4444 |
0.4461 |
yeast |
0.5552 |
0.4855 |
0.3545 |
0.5278 |
0.5314 |
0.5482 |
0.5338 |
0.5312 |
0.5290 |
0.5214 |
0.5413 |
pageblocks |
0.8083 |
0.6328 |
0.7461 |
0.8195 |
0.8664 |
0.7767 |
0.8263 |
0.7986 |
0.8126 |
0.8072 |
0.8092 |
newthyroid |
0.9924 |
0.9887 |
0.9687 |
0.9785 |
0.9885 |
0.9771 |
0.9927 |
0.9907 |
0.9872 |
0.9940 |
0.9958 |
Friedman rank sum test
Friedman chi-squared = 33.139, df = 10, p-value = 0.0002581
3.27 |
4.47 |
4.47 |
4.93 |
5.53 |
6.4 |
6.6 |
7.27 |
7.53 |
7.6 |
7.93 |
Matthews Correlation Coefficient
art1 |
0.9074 |
0.8580 |
0.9061 |
0.9255 |
0.9321 |
0.9254 |
0.9241 |
0.9174 |
0.9406 |
0.8934 |
0.9369 |
art2 |
0.6476 |
0.5575 |
0.6364 |
0.6094 |
0.6446 |
0.6204 |
0.6277 |
0.6046 |
0.6046 |
0.5806 |
0.6152 |
art3 |
0.4274 |
0.3564 |
0.4092 |
0.3804 |
0.4364 |
0.4087 |
0.4039 |
0.3900 |
0.3572 |
0.3558 |
0.3821 |
art4 |
0.6694 |
0.6528 |
0.6642 |
0.6624 |
0.6666 |
0.6786 |
0.6862 |
0.6545 |
0.6761 |
0.6294 |
0.6664 |
cleveland |
0.1798 |
0.0702 |
0.1377 |
0.1468 |
0.1814 |
0.1943 |
0.2177 |
0.1486 |
0.1542 |
0.1046 |
0.1430 |
cleveland_2 |
0.2117 |
0.1888 |
0.1616 |
0.1790 |
0.1958 |
0.2359 |
0.2087 |
0.2228 |
0.1703 |
0.1875 |
0.2128 |
contraceptive |
0.3209 |
0.2835 |
0.2717 |
0.2598 |
0.2969 |
0.3145 |
0.3051 |
0.2651 |
0.2512 |
0.3283 |
0.2963 |
glass |
0.6406 |
0.4729 |
0.5908 |
0.6963 |
0.6650 |
0.6469 |
0.6408 |
0.6866 |
0.6845 |
0.5407 |
0.6389 |
hayes-roth |
0.7645 |
0.6470 |
0.4338 |
0.7618 |
0.7634 |
0.7628 |
0.7829 |
0.7349 |
0.7665 |
0.6489 |
0.7929 |
ecoli |
0.7933 |
0.7509 |
0.7817 |
0.7978 |
0.8033 |
0.7947 |
0.7920 |
0.7817 |
0.7870 |
0.8030 |
0.8274 |
vehicle |
0.8402 |
0.9062 |
0.9039 |
0.9311 |
0.9275 |
0.9324 |
0.9295 |
0.9426 |
0.9400 |
0.8368 |
0.9354 |
wine quality |
0.2824 |
0.2377 |
0.2313 |
0.2737 |
0.3020 |
0.2955 |
0.2962 |
0.2993 |
0.2743 |
0.2706 |
0.3061 |
yeast |
0.4745 |
0.3228 |
0.4754 |
0.4512 |
0.4792 |
0.4745 |
0.4844 |
0.4622 |
0.4483 |
0.4349 |
0.4761 |
pageblocks |
0.7776 |
0.4256 |
0.6874 |
0.7278 |
0.7258 |
0.7882 |
0.7496 |
0.6710 |
0.7523 |
0.5349 |
0.7434 |
newthyroid |
0.9332 |
0.8189 |
0.8681 |
0.8922 |
0.9003 |
0.9114 |
0.9213 |
0.8995 |
0.8941 |
0.9159 |
0.9203 |
Friedman rank sum test
Friedman chi-squared = 62.17, df = 10, p-value = 1.405e-09
3.87 |
3.93 |
4 |
4.2 |
4.4 |
6.07 |
6.27 |
6.73 |
8.07 |
8.47 |
10 |
Gradient Boosting Trees
G-mean
art1 |
0.9605 |
0.9581 |
0.9554 |
0.9477 |
0.9635 |
0.9620 |
0.9664 |
0.9497 |
0.9677 |
0.9581 |
0.9680 |
art2 |
0.7651 |
0.6930 |
0.7162 |
0.6985 |
0.7199 |
0.7159 |
0.7166 |
0.6881 |
0.6821 |
0.7070 |
0.6979 |
art3 |
0.6383 |
0.5571 |
0.4575 |
0.4465 |
0.4611 |
0.5061 |
0.5089 |
0.4473 |
0.5032 |
0.5579 |
0.4970 |
art4 |
0.8453 |
0.7838 |
0.7801 |
0.7282 |
0.7550 |
0.7631 |
0.7663 |
0.7315 |
0.7331 |
0.7786 |
0.7635 |
cleveland |
0.2781 |
0.1717 |
0.1049 |
0.1370 |
0.0593 |
0.1789 |
0.0599 |
0.1219 |
0.2244 |
0.1797 |
0.1340 |
cleveland_2 |
0.3471 |
0.2275 |
0.0352 |
0.1366 |
0.0534 |
0.2026 |
0.0594 |
0.0451 |
0.2020 |
0.2442 |
0.1580 |
contraceptive |
0.5570 |
0.5458 |
0.4953 |
0.4979 |
0.5116 |
0.5222 |
0.5314 |
0.4919 |
0.4947 |
0.5402 |
0.5494 |
glass |
0.7545 |
0.5927 |
0.2291 |
0.5048 |
0.4827 |
0.5133 |
0.6030 |
0.6387 |
0.7064 |
0.6793 |
0.6949 |
hayes-roth |
0.8636 |
0.8465 |
0.7043 |
0.8432 |
0.8533 |
0.8572 |
0.8441 |
0.8618 |
0.8555 |
0.8791 |
0.8777 |
ecoli |
0.7774 |
0.7377 |
0.7388 |
0.7739 |
0.7553 |
0.7426 |
0.8007 |
0.7589 |
0.7630 |
0.7694 |
0.7847 |
vehicle |
0.9455 |
0.9500 |
0.9440 |
0.9627 |
0.9648 |
0.9539 |
0.9578 |
0.9610 |
0.9690 |
0.9413 |
0.9650 |
wine quality |
0.4209 |
0.4544 |
0.3269 |
0.2259 |
0.3172 |
0.4052 |
0.3633 |
0.3041 |
0.3018 |
0.3776 |
0.3206 |
yeast |
0.4792 |
0.3424 |
0.2627 |
0.3193 |
0.3086 |
0.2608 |
0.3370 |
0.3028 |
0.3713 |
0.3852 |
0.3737 |
pageblocks |
0.4870 |
0.8607 |
0.3240 |
0.5214 |
0.3590 |
0.1884 |
0.1884 |
0.5271 |
0.3583 |
0.6517 |
0.5749 |
newthyroid |
0.9703 |
0.9111 |
0.9080 |
0.9052 |
0.9018 |
0.9277 |
0.9282 |
0.8841 |
0.9146 |
0.9469 |
0.9136 |
Friedman rank sum test
Friedman chi-squared = 50.194, df = 10, p-value = 2.459e-07
2.53 |
4 |
4.33 |
5.33 |
5.67 |
5.8 |
6.2 |
7.33 |
8 |
8.2 |
8.6 |
Balanced Accuracy
art1 |
0.9589 |
0.9589 |
0.9558 |
0.9492 |
0.9565 |
0.9603 |
0.9615 |
0.9506 |
0.9679 |
0.9599 |
0.9651 |
art2 |
0.7782 |
0.7173 |
0.7446 |
0.7353 |
0.7558 |
0.7649 |
0.7504 |
0.7258 |
0.7276 |
0.7367 |
0.7325 |
art3 |
0.6502 |
0.5702 |
0.5361 |
0.5294 |
0.5718 |
0.5716 |
0.5833 |
0.5194 |
0.5470 |
0.5792 |
0.5349 |
art4 |
0.8560 |
0.8081 |
0.7986 |
0.7702 |
0.7911 |
0.7954 |
0.7996 |
0.7708 |
0.7853 |
0.8010 |
0.7952 |
cleveland |
0.2879 |
0.2205 |
0.2830 |
0.2428 |
0.2305 |
0.2721 |
0.2513 |
0.2523 |
0.2911 |
0.2343 |
0.2673 |
cleveland_2 |
0.4093 |
0.3153 |
0.3051 |
0.2863 |
0.2794 |
0.3210 |
0.2812 |
0.2661 |
0.3586 |
0.2652 |
0.3069 |
contraceptive |
0.5582 |
0.5473 |
0.5084 |
0.4981 |
0.5225 |
0.5248 |
0.5389 |
0.5001 |
0.4982 |
0.5470 |
0.5609 |
glass |
0.7710 |
0.5788 |
0.5869 |
0.6921 |
0.6407 |
0.6394 |
0.6564 |
0.6668 |
0.7187 |
0.7144 |
0.7380 |
hayes-roth |
0.8747 |
0.8537 |
0.7561 |
0.8588 |
0.8598 |
0.8639 |
0.8540 |
0.8696 |
0.8641 |
0.8860 |
0.8894 |
ecoli |
0.7845 |
0.7380 |
0.7559 |
0.7758 |
0.7766 |
0.7586 |
0.7984 |
0.7611 |
0.7821 |
0.7875 |
0.7867 |
vehicle |
0.9449 |
0.9452 |
0.9412 |
0.9622 |
0.9594 |
0.9515 |
0.9594 |
0.9594 |
0.9684 |
0.9449 |
0.9648 |
wine quality |
0.4450 |
0.4737 |
0.3728 |
0.3958 |
0.4199 |
0.4286 |
0.4351 |
0.3851 |
0.3958 |
0.4268 |
0.4046 |
yeast |
0.5423 |
0.4378 |
0.4836 |
0.4603 |
0.4864 |
0.4885 |
0.5158 |
0.4729 |
0.4796 |
0.5140 |
0.4908 |
pageblocks |
0.6485 |
0.8838 |
0.6988 |
0.7212 |
0.6981 |
0.6738 |
0.6103 |
0.7147 |
0.6878 |
0.8181 |
0.7704 |
newthyroid |
0.9610 |
0.9130 |
0.9108 |
0.9118 |
0.9097 |
0.9265 |
0.9318 |
0.8912 |
0.9188 |
0.9473 |
0.9198 |
Friedman rank sum test
Friedman chi-squared = 38.863, df = 10, p-value = 2.683e-05
3.1 |
4.27 |
4.67 |
5 |
5.53 |
5.6 |
6.87 |
6.9 |
7.87 |
7.93 |
8.27 |
F-score
art1 |
0.9199 |
0.9046 |
0.9311 |
0.9468 |
0.9510 |
0.9336 |
0.9472 |
0.9427 |
0.9577 |
0.9204 |
0.9512 |
art2 |
0.7116 |
0.6731 |
0.7029 |
0.7075 |
0.7277 |
0.7268 |
0.7148 |
0.6973 |
0.6845 |
0.6712 |
0.6979 |
art3 |
0.5863 |
0.5313 |
0.5260 |
0.5261 |
0.5748 |
0.5851 |
0.5596 |
0.5160 |
0.5255 |
0.5334 |
0.5367 |
art4 |
0.7534 |
0.7345 |
0.7556 |
0.7330 |
0.7574 |
0.7615 |
0.7665 |
0.7420 |
0.7422 |
0.7332 |
0.7493 |
cleveland |
0.2778 |
0.1809 |
0.2275 |
0.2800 |
0.2536 |
0.2521 |
0.2483 |
0.2310 |
0.3081 |
0.2203 |
0.2561 |
cleveland_2 |
0.3333 |
0.2504 |
0.2659 |
0.2685 |
0.2699 |
0.3181 |
0.2841 |
0.3181 |
0.3694 |
0.2814 |
0.3262 |
contraceptive |
0.5453 |
0.5345 |
0.4956 |
0.5067 |
0.5244 |
0.5288 |
0.5359 |
0.4941 |
0.4990 |
0.5368 |
0.5519 |
glass |
0.7237 |
0.5512 |
0.5408 |
0.6970 |
0.6544 |
0.6884 |
0.6545 |
0.6905 |
0.7327 |
0.6161 |
0.7336 |
hayes-roth |
0.8739 |
0.8583 |
0.7436 |
0.8533 |
0.8599 |
0.8663 |
0.8533 |
0.8741 |
0.8738 |
0.8852 |
0.8886 |
ecoli |
0.7716 |
0.7262 |
0.7694 |
0.7958 |
0.7766 |
0.7721 |
0.7947 |
0.7704 |
0.7764 |
0.7761 |
0.7962 |
vehicle |
0.9224 |
0.9382 |
0.9370 |
0.9558 |
0.9573 |
0.9507 |
0.9558 |
0.9507 |
0.9607 |
0.9193 |
0.9617 |
wine quality |
0.4147 |
0.3820 |
0.3648 |
0.3975 |
0.4261 |
0.4289 |
0.4328 |
0.3970 |
0.3839 |
0.4147 |
0.4013 |
yeast |
0.5172 |
0.3638 |
0.5010 |
0.4672 |
0.4948 |
0.4959 |
0.5231 |
0.4762 |
0.4796 |
0.4524 |
0.4787 |
pageblocks |
0.6860 |
0.5760 |
0.7233 |
0.7026 |
0.6923 |
0.6305 |
0.5628 |
0.7205 |
0.6985 |
0.6572 |
0.7445 |
newthyroid |
0.9417 |
0.8643 |
0.8991 |
0.9148 |
0.9070 |
0.9270 |
0.9252 |
0.8956 |
0.9142 |
0.9228 |
0.9151 |
Friedman rank sum test
Friedman chi-squared = 47.684, df = 10, p-value = 7.088e-07
3.4 |
4.4 |
4.63 |
4.8 |
4.93 |
5.27 |
6.23 |
7.27 |
7.4 |
8.13 |
9.53 |
Average Precision Score
art1 |
0.9838 |
0.9658 |
0.9873 |
0.9871 |
0.9908 |
0.9874 |
0.9921 |
0.9872 |
0.9920 |
0.9783 |
0.9921 |
art2 |
0.7956 |
0.7761 |
0.7951 |
0.7853 |
0.7973 |
0.8195 |
0.8156 |
0.7890 |
0.8083 |
0.7241 |
0.7950 |
art3 |
0.6218 |
0.5714 |
0.5800 |
0.5526 |
0.5638 |
0.6132 |
0.6383 |
0.5374 |
0.5563 |
0.5342 |
0.5472 |
art4 |
0.9036 |
0.8488 |
0.8746 |
0.8542 |
0.8825 |
0.8936 |
0.9011 |
0.8357 |
0.8896 |
0.8391 |
0.8817 |
cleveland |
0.3110 |
0.2657 |
0.3604 |
0.2973 |
0.2867 |
0.3011 |
0.2887 |
0.2899 |
0.3167 |
0.3007 |
0.2907 |
cleveland_2 |
0.3834 |
0.3078 |
0.4005 |
0.3572 |
0.3603 |
0.3655 |
0.3668 |
0.3361 |
0.3923 |
0.3454 |
0.3795 |
contraceptive |
0.5825 |
0.5751 |
0.5392 |
0.5325 |
0.5755 |
0.5842 |
0.5827 |
0.5228 |
0.5311 |
0.5766 |
0.5715 |
glass |
0.7927 |
0.5877 |
0.6546 |
0.7511 |
0.7191 |
0.7265 |
0.7364 |
0.7808 |
0.7902 |
0.6900 |
0.7820 |
hayes-roth |
0.9534 |
0.8863 |
0.7886 |
0.9540 |
0.9536 |
0.9552 |
0.9544 |
0.9546 |
0.9513 |
0.9184 |
0.9480 |
ecoli |
0.8555 |
0.8014 |
0.8241 |
0.8266 |
0.8322 |
0.8432 |
0.8332 |
0.8275 |
0.8311 |
0.8494 |
0.8387 |
vehicle |
0.9746 |
0.9906 |
0.9836 |
0.9905 |
0.9917 |
0.9922 |
0.9930 |
0.9922 |
0.9919 |
0.9702 |
0.9929 |
wine quality |
0.4269 |
0.3785 |
0.3735 |
0.4175 |
0.4207 |
0.4303 |
0.4406 |
0.4302 |
0.4025 |
0.4216 |
0.4232 |
yeast |
0.5243 |
0.4185 |
0.3251 |
0.5086 |
0.4932 |
0.5041 |
0.5215 |
0.5007 |
0.4983 |
0.4816 |
0.5063 |
pageblocks |
0.7677 |
0.7151 |
0.7723 |
0.8086 |
0.7888 |
0.7701 |
0.7911 |
0.8588 |
0.7996 |
0.7332 |
0.8217 |
newthyroid |
0.9943 |
0.8941 |
0.8876 |
0.9256 |
0.9693 |
0.9770 |
0.9796 |
0.9457 |
0.9726 |
0.9934 |
0.9738 |
Friedman rank sum test
Friedman chi-squared = 52.085, df = 10, p-value = 1.101e-07
3.27 |
3.8 |
3.93 |
4.93 |
5.2 |
6.27 |
6.67 |
7 |
7.53 |
7.87 |
9.53 |
Matthews Correlation Coefficient
art1 |
0.8838 |
0.8511 |
0.8959 |
0.9162 |
0.9267 |
0.9028 |
0.9159 |
0.9125 |
0.9344 |
0.8881 |
0.9222 |
art2 |
0.6278 |
0.5633 |
0.6343 |
0.6362 |
0.6689 |
0.6732 |
0.6447 |
0.6196 |
0.6114 |
0.5882 |
0.6237 |
art3 |
0.4389 |
0.3205 |
0.3865 |
0.3689 |
0.4825 |
0.4569 |
0.4222 |
0.3607 |
0.3584 |
0.3683 |
0.3763 |
art4 |
0.6614 |
0.6361 |
0.6718 |
0.6372 |
0.6729 |
0.6735 |
0.6785 |
0.6445 |
0.6662 |
0.6290 |
0.6622 |
cleveland |
0.1451 |
0.0635 |
0.1642 |
0.1449 |
0.1599 |
0.1676 |
0.1714 |
0.1325 |
0.1779 |
0.0687 |
0.1285 |
cleveland_2 |
0.2535 |
0.0759 |
0.1500 |
0.1138 |
0.1502 |
0.1604 |
0.1442 |
0.1211 |
0.1829 |
0.1062 |
0.1415 |
contraceptive |
0.3329 |
0.3161 |
0.2707 |
0.2578 |
0.3226 |
0.2994 |
0.3107 |
0.2591 |
0.2499 |
0.3241 |
0.3361 |
glass |
0.6475 |
0.3664 |
0.5526 |
0.6358 |
0.6142 |
0.6156 |
0.6231 |
0.6620 |
0.6720 |
0.4981 |
0.6775 |
hayes-roth |
0.7803 |
0.7507 |
0.5599 |
0.7314 |
0.7365 |
0.7602 |
0.7314 |
0.7736 |
0.7746 |
0.7502 |
0.8088 |
ecoli |
0.7289 |
0.7208 |
0.7790 |
0.7669 |
0.7754 |
0.7768 |
0.7791 |
0.7482 |
0.7582 |
0.7538 |
0.7801 |
vehicle |
0.8811 |
0.9038 |
0.9040 |
0.9344 |
0.9360 |
0.9264 |
0.9287 |
0.9308 |
0.9358 |
0.8782 |
0.9454 |
wine quality |
0.2582 |
0.2210 |
0.1941 |
0.2572 |
0.3180 |
0.2605 |
0.2936 |
0.2478 |
0.2484 |
0.2080 |
0.2528 |
yeast |
0.4296 |
0.3041 |
0.4402 |
0.4128 |
0.4529 |
0.4500 |
0.4418 |
0.4104 |
0.4042 |
0.4126 |
0.4110 |
pageblocks |
0.7435 |
0.5146 |
0.7358 |
0.7617 |
0.7205 |
0.6779 |
0.7278 |
0.7506 |
0.7604 |
0.5223 |
0.7972 |
newthyroid |
0.9078 |
0.8049 |
0.8424 |
0.8734 |
0.8501 |
0.8930 |
0.8868 |
0.8447 |
0.8696 |
0.8780 |
0.8765 |
Friedman rank sum test
Friedman chi-squared = 51.006, df = 10, p-value = 1.742e-07
4.13 |
4.2 |
4.27 |
4.37 |
5.07 |
5.4 |
6.23 |
6.73 |
7.13 |
8.53 |
9.93 |