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Table 13 The confusion analysis for the four machine learning algorithms on KNIME platform

From: Data mining approach for predicting the daily Internet data traffic of a smart university

 

Tree Ensemble

Decision Tree

Random Forest

Naïve Bayes

True positives

False positives

True positives

False positives

True positives

False positives

True positives

False positives

Internet download traffic

LDT

27

17

23

11

27

18

26

13

SDT

15

10

16

19

15

13

16

8

MDT

13

7

11

5

12

5

8

9

HDT

11

6

9

12

10

6

13

13

Overall

66

40

59

47

64

42

63

43

Internet upload traffic

LDT

16

16

14

13

18

15

15

11

SDT

13

13

12

22

14

10

15

12

MDT

19

9

14

10

17

10

15

8

HDT

18

2

19

2

18

4

21

9

Overall

66

40

59

47

67

39

66

40