Table 3 Multiclass benchmark performance

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