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Table 6 Comparison of execution time between Ameva optimized, ANN and C4.5 algorithms from a dataset with an incremental size of inputs and 1280 instances

From: Discrete classification technique applied to TV advertisements liking recognition system based on low-cost EEG headsets

# of features

Ameva optimized

Artificial neural networks

Decision tree (C4.5)

 

Time (s)

Time (s)

Time (s)

1

0.12

0.34

0.21

5

0.64

1.23

0.89

10

1.43

2.13

1.89

20

2.29

4.75

3.15

50

4.78

9.81

8.41

100

9.97

17.83

13.47

200

18.45

34.51

38.63

400

37.32

60.18

43.73

800

75.32

119.51

83.13

1200

129.16

235.65

158.32