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Table 2 Prediction accuracies by radiation type using different gene classifiers

From: Distinct transcriptome profiles identified in normal human bronchial epithelial cells after exposure to γ-rays and different elemental particles of high Z and energy

Classifier

Class

Samples per class

# Correct

# Errors

% Correct

% Error

NC

28Si

24

23

1

94

6

γ-ray

24

22

2

90

10

56Fe

36

36

0

100

0

Total

84

80

4

95

5

KNN

28Si

24

22

2

92

8

γ-ray

24

23

1

96

4

56Fe

36

36

0

100

0

Total

84

81

3

96

4

SVM

28Si

24

23

1

96

4

γ-ray

24

24

0

100

0

56Fe

36

36

0

100

0

Total

84

83

1

99

1

DDA

28Si

24

23

1

96

4

γ-ray

24

23

1

96

4

56Fe

36

36

0

100

0

Total

84

82

2

98

2

PLS

28Si

24

20

4

83

17

γ-ray

24

18

6

75

25

56Fe

36

32

4

89

11

 

Total

84

70

5

83

17

  1. NC Nearest Centroid, KNN K-Nearest Neighbor, SVM Support Vector Machine, DDA Diagonal Discriminant Analysis, PLS Partial Least Squares.