U10@1 U10@2
dataset uHarmony DTU uRule uHarmony DTU
australian 86.542 85.942 84.2029 86.109 86.087
balance 90.577 65.12 69.92 90.736 66.08
bands 69.939 65.1206 no mem 69.939 no mem
breast 95.998 91.1302 93.7053 94.569 91.2732
bridges-v1 65.068 51.8868 59.434 65.068 53.7736
bridges-v2 64.143 65.0943 60.3774 63.032 67.9245
car 88.66 91.1458 85.5324 89.82 72.9745
cmc 51.797 50.1018 44.2634 49.895 51.5954
credit 85.517 87.3913 84.2029 85.517 86.9565
echocardiogram 93.289 92.3664 92.3664 92.52 92.3664
flag 65.667 67.0103 62.3711 62.544 65.9794
german 72.8 69 70.6 72.7 70.7
heart 57.943 54.1304 50 58.166 54.2391
hepatitis 83.772 79.3548 78.0645 83.772 79.3548
horse-colic 86.108 85.3261 87.5 86.108 85.3261
monks-1 100 97.8417 95.6835 100 74.6403
monks-2 69.554 65.7238 64.2263 72.187 65.7238
monks-3 96.402 98.917 98.1949 96.402 79.9639
mushroom 99.618 100 100 99.766 100
pima 68.106 65.1042 68.099 68.106 65.1042
postoperative 69.614 68.8889 68.8889 69.614 70
promoters 87.166 76.4151 71.6981 86 73.5849
spect 85.846 79.7753 83.8951 86.956 79.7753
survival 73.529 73.5294 70.2614 73.529 73.5294
tae 54.298 44.3709 40.3974 52.263 48.3444
tic-tac-toe 100 85.6994 97.7035 100 78.81
vehicle 65.323 64.0662 no mem 65.441 64.0662
voting 96.099 93.7931 91.954 94.475 93.5632
wine 53.086 39.8876 43.2584 53.601 39.8876
zoo 93.954 92.0792 89.1089 92.074 90.099
Average 79.0138 74.8738 75.2111 78.6970 73.1629
U10@4 U10@8 U20@1
uRule uHarmony DTU uRule uHarmony DTU uRule uHarmony DTU
85.2174 86.821 83.6232 84.3478 86.101 85.5072 85.5072 85.384 84.4928
71.2 90.736 56.32 62.88 90.736 56.32 62.88 91.212 66.08
no mem 68.609 no mem no mem 69.343 no mem no mem 69.939 65.1206
93.5622 93.999 91.2732 94.5637 93.854 91.8455 92.1316 94.71 91.2732
60.3774 67.012 59.434 55.6604 71.718 52.8302 56.6038 65.068 51.8868
55.6604 64.144 64.1509 57.5472 63.033 52.8302 57.5472 64.143 65.0943
69.0394 87.907 70.0231 70.0231 83.624 70.0231 70.7176 88.953 90.7986
43.9919 49.426 50.1018 44.2634 48.614 45.2138 43.5166 51.525 50.9165
86.5217 86.382 84.3478 74.3478 85.662 85.5072 70.8696 85.361 84.3478
90.8397 92.52 92.3664 87.0229 93.289 92.3664 87.7863 93.289 92.3664
59.7938 59.868 59.2784 44.8454 55.314 58.2474 53.6082 65.667 67.0103
70.5 72.9 72.3 70.1 73.2 69.7 70.1 72.5 69.3
50.9783 57.854 53.0435 52.3913 57.634 54.3478 48.8043 56.965 54.1304
77.4194 79.264 80 79.3548 78.753 81.2903 80 83.772 79.3548
87.2283 86.1 85.3261 no time 84.215 85.0543 no time 86.108 85.3261
97.1223 100 74.6403 70.6835 100 74.6403 76.0791 100 95.5036
63.0616 76.7 65.7238 65.7238 70.547 65.7238 65.7238 75.028 65.7238
79.9639 96.402 79.9639 68.0505 96.402 79.9639 65.5235 96.402 98.917
100 99.717 100 99.9877 99.163 100 99.9754 99.79 100
67.4479 68.106 65.1042 67.3177 68.106 no mem 63.8021 68.106 65.8854
70 69.198 70 70 69.614 70 70 69.864 68.8889
69.8113 77.667 71.6981 61.3208 77.666 75.4717 66.0377 85.667 76.4151
83.5206 85.474 79.0262 81.6479 83.635 79.0262 79.7753 85.489 80.8989
70.915 73.529 73.5294 72.549 73.529 73.5294 72.549 73.529 73.5294
34.4371 45.746 48.3444 33.7748 44.994 48.3444 39.7351 52.965 44.3709
96.6597 99.895 72.6514 81.524 99.167 69.9374 75.1566 100 84.3424
no mem 64.02 64.7754 no mem 59.559 no mem no mem 65.323 64.0662
90.8046 95.406 94.4828 94.9425 95.871 92.1839 90.5747 94.258 91.7241
39.3258 50.525 42.1348 41.573 45.723 50.5618 38.2022 53.641 39.8876
90.099 93.045 92.0792 89.1089 83.748 79.2079 75.2475 93.954 92.0792
73.4107 77.9657 72.2670 69.4649 76.7605 71.8398 68.8316 78.9537 74.6577
U20@2 U20@4 U20@8
uRule uHarmony DTU uRule uHarmony DTU uRule uHarmony DTU
78.8406 85.535 84.058 80.5797 88.416 77.971 79.1304 87.112 85.5072
69.92 91.212 66.24 71.2 91.527 56.32 63.04 91.527 56.32
no mem 69.939 no mem no mem 69.73 no mem no mem 69.904 no mem
93.8484 94.853 91.2732 93.7053 94.287 90.9871 94.5637 94.853 87.5536
59.434 65.068 53.7736 60.3774 65.532 60.3774 55.6604 66.845 54.717
60.3774 63.033 67.9245 55.6604 64.087 57.5472 55.6604 68.143 57.5472
81.25 88.26 70.0231 70.0231 82.413 70.0231 70.0231 75.932 70.0231
44.1276 50.506 50.9165 43.5166 49.422 47.0468 44.1276 49.016 46.9111
80.7246 85.217 84.058 81.7391 86.959 83.3333 73.913 86.241 85.3623
92.3664 92.52 86.2595 79.3893 92.52 77.8626 87.0229 93.289 92.3664
63.4021 62.544 65.9794 59.7938 57.689 49.4845 40.2062 58.398 62.3711
69.4 72.8 69.7 68.3 72.8 71.2 68.3 72.8 70
48.913 57.627 54.2391 50.8696 58.397 53.3696 50.4348 56.328 50.3261
78.0645 83.772 79.3548 77.4194 81.3 79.3548 79.3548 80.008 79.3548
87.5 86.108 85.3261 87.5 86.633 85.3261 no time 84.484 85.0543
95.3237 100 74.6403 90.8273 100 74.6403 69.2446 100 74.6403
64.7255 74.852 65.7238 63.0616 73.205 65.7238 65.7238 63.721 65.7238
97.8339 96.402 79.9639 79.9639 96.402 79.9639 70.5776 96.402 79.9639
100 99.74 100 100 99.975 100 100 99.015 99.3476
68.099 68.106 65.1042 67.4479 68.106 65.1042 67.3177 68.106 no mem
68.8889 69.614 70 70 69.614 70 70 70.864 70
71.6981 87 75.4717 70.7547 81.333 59.434 54.717 82.333 73.5849
83.1461 85.859 80.8989 83.8951 84.762 75.6554 78.6517 81.382 79.0262
70.5882 73.529 73.5294 70.915 73.529 73.5294 72.8758 73.529 73.5294
41.0596 48.298 43.7086 37.0861 43.798 39.7351 32.4503 45.132 39.7351
98.1211 100 78.81 96.2422 98.747 72.8601 78.7056 96.666 65.0313
no mem 65.441 64.0662 no mem 64.02 64.539 no mem 60.978 no mem
90.5747 94.708 93.3333 91.0345 95.174 91.954 89.1954 95.395 87.1264
43.2584 53.602 39.8876 39.8876 51.635 42.1348 41.573 46.241 50.5618
88.1188 92.074 90.099 90.099 93.045 92.0792 89.1089 86.477 71.2871
74.6287 78.6073 72.5642 72.5460 77.8352 69.9157 68.2066 76.7040 70.8508
U40@1 U40@2 U40@4
uRule uHarmony DTU uRule uHarmony DTU uRule uHarmony DTU
78.6957 81.008 76.6667 76.087 80.567 76.087 75.942 81.61 71.5942
63.04 87.209 66.08 66.4 83.979 66.72 64.16 91.528 56.32
no mem 69.939 65.1206 no mem 69.939 no mem no mem 69.745 no mem
88.6981 94.135 92.7039 93.8484 94.853 94.1345 93.4192 93.998 90.2718
51.8868 65.068 51.8868 61.3208 65.068 53.7736 60.3774 63.866 66.0377
57.5472 64.143 65.0943 60.3774 66.088 67.9245 56.6038 65.921 55.6604
70.0231 77.894 74.9421 69.6181 70.373 70.0231 70.0231 70.026 70.0231
44.6029 50.985 47.8615 43.5166 49.692 48.8119 43.8561 49.762 43.9919
65.0725 84.05 76.5217 74.4928 84.34 76.5217 77.6812 83.762 75.2174
80.1527 93.289 92.3664 92.3664 90.321 71.7557 66.4122 92.52 71.7557
48.9691 65.667 67.0103 64.433 62.544 65.9794 59.2784 59.648 50
70 72.7 71.3 71.5 72.9 71.3 69.8 72.8 68.7
45.6522 57.185 54.1304 50.3261 57.617 54.2391 50.8696 57.632 53.1522
78.0645 83.772 79.3548 78.0645 83.772 79.3548 77.4194 80.597 81.2903
no time 86.108 85.3261 87.5 86.108 85.3261 87.5 86.918 85.3261
72.1223 100 83.9928 83.8129 100 74.6403 85.4317 74.651 74.6403
65.7238 70.717 65.7238 62.0632 67.235 65.7238 62.8952 65.386 65.7238
60.2888 96.402 79.9639 79.9639 96.402 74.9097 78.5199 96.402 74.9097
99.9631 99.803 100 100 99.79 100 99.9877 100 100
63.2813 68.106 65.8854 68.099 68.106 67.7083 66.5365 68.106 66.7969
70 68.364 68.8889 68.8889 70.864 70 70 70.864 70
57.5472 84 76.4151 76.4151 81.167 75.4717 72.6415 69 52.8302
79.4007 85.846 81.2734 82.0225 86.587 82.397 83.5206 81.711 77.9026
72.8758 73.529 73.5294 70.5882 73.529 73.5294 71.5686 73.529 73.5294
37.0861 53.673 47.0199 41.0596 49.055 43.7086 37.0861 42.371 34.4371
69.5198 99.168 72.547 86.6388 93.941 70.6681 76.618 88.619 67.2234
no mem 65.323 64.0662 no mem 65.441 64.0662 no mem 64.02 63.8298
88.7356 93.095 90.5747 90.1149 91.267 89.6552 88.046 91.022 88.5057
37.0787 52.53 39.8876 42.6966 53.601 39.8876 39.8876 51.079 42.1348
72.2772 93.954 92.0792 89.1089 92.074 90.099 90.099 93.045 92.0792
66.2335 77.9221 72.2738 72.5473 76.9073 71.1868 70.5779 75.0046 68.4098
U40@8
uRule uHarmony DTU uRule sup
72.4638 86.966 62.4638 60.4348 0.05
67.04 91.528 56.32 67.04 0.1
no mem 69.949 no mem no mem 0.25
93.4192 94.143 88.412 79.8283 0.05
55.6604 69.31 46.2264 48.1132 0.1
56.6038 66.532 49.0566 45.283 0.1
70.0231 70.026 70.0231 70.0231 0.01
43.1093 48.742 42.702 43.313 0.01
73.7681 86.1 64.7826 62.6087 0.1
68.7023 93.289 64.8855 64.1221 0.1
40.2062 60.909 39.1753 44.3299 0.1
69.7 72.3 69.1 68.6 0.1
51.6304 54.729 49.2391 45.3261 0.25
79.3548 82.555 78.7097 79.3548 0.1
no time 84.499 85.0543 no time 0.1
67.0863 97.857 74.6403 71.0432 0.1
65.7238 65.725 65.7238 65.7238 0.1
76.5343 96.402 74.9097 60.2888 0.1
100 99.371 100 100 0.1
67.3177 65.11 no mem 65.2344 0.25
70 70.864 70 70 0.25
56.6038 76.667 53.7736 58.4906 0.25
76.03 79.818 79.4007 77.9026 0.1
73.5294 73.529 73.5294 73.5294 0.1
34.4371 42.329 34.4371 34.4371 0.01
65.5532 85.19 65.3445 65.3445 0.05
no mem 60.126 no mem no mem 0.01
84.3678 93.539 83.2184 79.5402 0.25
42.1348 45.058 50.5618 37.6404 0.01
89.1089 75.208 70.297 70.297 0.1
67.0411 75.2790 65.2588 63.2537