Table 2 Quantitative results on GSE22058

LDA

207

classified as

a

b

a

0.885

0.958

0.920

label a

46

2

b

0.955

0.875

0.913

label b

6

42

weighted average

0.920

0.916

0.917

[207,38]^T

classified as

a

b

a

0.852

0.958

0.902

label a

46

2

b

0.952

0.833

0.889

label b

8

40

weighted average

0.902

0.895

0.895

[207,38,198]^T

classified as

a

b

a

0.887

0.979

0.931

label a

47

1

b

0.977

0.875

0.923

label b

6

42

weighted average

0.932

0.927

0.927

[207,38,198,160]^T

classified as

a

b

a

0.922

0.979

0.950

label a

47

1

b

0.978

0.917

0.947

label b

4

44

weighted average

0.950

0.948

0.948

[207,38,198,

classified as

a

b

a

0.922

0.979

0.950

label a

47

1

b

0.978

0.917

0.947

160,164]^T

label b

4

44

weighted average

0.950

0.948

0.948

[207,38,198,

classified as

a

b

a

0.904

0.979

0.940

label a

47

1

b

0.977

0.896

0.935

160,164,75]^T

label b

5

43

weighted average

0.941

0.938

0.938

kNN

94

classified as

a

b

a

0.730

0.958

0.829

label a

46

2

b

0.939

0.646

0.765

label b

17

31

weighted average

0.835

0.802

0.797

[94,118]^T

classified as

a

b

a

0.800

1.000

0.889

label a

48

0

b

1.000

0.750

0.857

label b

12

36

weighted average

0.900

0.875

0.873

[94,118,183]^T

classified as

a

b

a

0.828

1.000

0.906

label a

48

0

b

1.000

0.792

0.884

label b

10

38

weighted average

0.914

0.896

0.895

[94,118,183,93]^T

classified as

a

b

a

0.787

1.000

0.881

label a

48

0

b

1.000

0.729

0.843

label b

13

35

weighted average

0.893

0.865

0.862

RF

75

classified as

a

b

a

0.904

0.979

0.940

label a

47

1

b

0.977

0.896

0.935

label b

5

43

weighted average

0.941

0.938

0.938

[75,207]^T

classified as

a

b

a

0.979

0.979

0.979

label a

47

1

b

0.979

0.979

0.979

label b

1

47

weighted average

0.979

0.979

0.979

[75,207,214]^T

classified as

a

b

a

0.979

0.979

0.979

label a

47

1

b

0.979

0.979

0.979

label b

1

47

weighted average

0.979

0.979

0.979

[75,207,214,16]^T

classified as

a

b

a

0.980

1.000

0.990

label a

48

0

b

1.000

0.979

0.989

label b

1

47

weighted average

0.990

0.990

0.990

SVM

94

classified as

a

b

a

0.746

0.979

0.847

label a

47

1

b

0.970

0.667

0.790

label b

16

32

weighted average

0.858

0.823

0.819

[94,118]^T

classified as

a

b

a

0.787

1.000

0.881

label a

48

0

b

1.000

0.729

0.843

label b

13

35

weighted average

0.893

0.865

0.862

[94,118,93]^T

classified as

a

b

a

0.774

1.000

0.873

label a

48

0

b

1.000

0.708

0.829

label b

14

34

weighted average

0.887

0.854

0.851