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Table 3 Multiclass benchmark performance

From: Synthetic learning machines

  n p J RF RFopt SRF
BreastCancer 683 10 2 2.59 2.50 2.28
DNA 3186 180 3 3.03 2.79 2.34
Esophagus 3127 28 2 18.33 17.81 18.27
Glass 214 9 6 6.16 6.20 5.78
HouseVotes84 232 16 2 5.85 4.82 4.41
Hypothyroid 2000 24 2 1.20 1.18 1.14
Ionosphere 351 34 2 5.76 5.28 5.14
PimaIndiansDiabetes 768 8 2 15.69 15.66 16.21
Prostate 158 20 2 15.81 15.83 16.02
Satellite 6435 36 6 2.30 1.98 1.92
SickEuthyroid 2000 24 2 2.51 2.35 2.30
Sonar 208 60 2 12.91 12.46 9.73
SouthAfricanHeart 462 9 2 19.69 19.34 19.86
Soybean 562 35 15 0.82 0.71 0.77
Spam 4601 57 2 4.39 4.18 3.74
Vehicle 846 18 4 7.51 8.81 6.82
Vowel 990 10 11 2.66 1.81 1.09
WisconsinBreast 699 10 2 3.13 3.05 3.07
Zoo 101 16 7 1.53 0.51 1.30
aging 29 8740 3 16.64 16.96 16.54
brain 42 5597 5 8.32 7.07 7.99
colon 62 2000 2 12.88 12.78 12.78
leukemia 72 3571 2 4.06 3.95 2.45
lymphoma 62 4026 3 2.71 2.62 2.31
prostate 102 6033 2 8.36 8.25 5.85
srbct 63 2308 4 3.62 3.70 2.45
mlb.cassini 250 2 3 0.92 0.55 0.62
mlb.circle 250 2 2 5.27 4.59 4.26
mlb.cuboids 250 3 4 0.66 0.53 0.57
mlb.dnormals 250 2 2 6.24 6.30 6.31
mlb.ringnorm 250 20 2 10.71 10.17 4.83
mlb.shapes 250 2 4 0.87 0.70 0.52
mlb.smiley 250 2 4 0.51 0.26 0.58
mlb.spirals 250 2 2 1.66 0.72 0.18
mlb.threenorm 250 20 2 15.62 15.34 12.98
mlb.twonorm 250 20 2 8.50 7.87 4.31
mlb.waveform 250 21 3 9.34 9.47 7.83
mlb.xor 250 2 2 3.61 2.50 1.30
  1. Cross-validated and test-set Brier score performance (× 100) over 100 independent replications.
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