Research Article

Pattern Recognition Methods and Features Selection for Speech Emotion Recognition System

Table 8

Feed forward backpropagation neural network classification accuracy for different combinations of emotions [%].

Train 2/testTrain 1
Anger Boredom Disgust Fear Happiness Sadness Neutral state

Anger 95.8 93.7 92.4 87.9 98.1 96.7
Boredom 92 87.6 83.4 91.2 75.1 77.1
Disgust 79.8 79.1 68.2 77.7 86.4 77.6
Fear 69.6 70.6 73.7 68.2 82.2 76.2
Happiness 32.3 88.3 79.8 83.9 95 88.9
Sadness 97.9 81.5 92.6 95.3 97.5 85.2
Neutral state 93 49.9 86 85.1 88.2 52.4