Table 7 Classification performance of parsimony models over four disease gene-expression data using four information theoretic filters

Multiple Myeloma (MM)

14.45

7

14.45

6

15.03

10

16.18

10

Marfan Syndrome (MS)

3.96

4

6.93

7

11.88

3

5.94

6

HIV Infection (HIV)

13.86

8

11.45

8

15.06

7

10.84

8

Neurodegeneration (AD)

0.84

2

0

2

0.84

2

0

2

avg

8.28

5.25

8.21

5.75

10.7

5.5

8.24

6.5

AUC

%

#

%

#

%

#

%

#

Multiple Myeloma (MM)

90.71

9

90.09

9

91.26

10

89.84

9

Marfan Syndrome (MS)

98.84

4

97.2

3

93.25

7

98.76

4

HIV Infection (HIV)

91.88

8

92.42

8

87.29

7

92.49

8

Neurodegeneration (AD)

100

2

100

2

100

2

100

2

avg

95.36

5.75

94.93

5.5

92.95

6.5

95.27

5.75

MCC

%

#

%

#

%

#

%

#

Multiple Myeloma (MM)

61.52

7

63.67

6

61.55

10

59.56

10

Marfan Syndrome (MS)

91.93

4

85.7

7

78.67

6

88.61

6

HIV Infection (HIV)

63.06

8

68.98

8

57.99

7

70.4

8

Neurodegeneration (AD)

98.33

2

100

2

98.33

2

100

2

avg

78.71

5.25

79.59

5.75

74.14

6.25

79.64

6.5