Research Article

Pattern Recognition Methods and Features Selection for Speech Emotion Recognition System

Table 7

-nearest neighbours classification accuracy for different combinations of emotions [%].

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

Anger 91.2 90.3 89.8 81.1 94.7 92.4
Boredom 92 70.4 67.7 75.9 61.6 64.6
Disgust 49 55 59.7 51.8 71.2 56.6
Fear 46.9 60.3 56.5 47.8 75.1 68.2
Happiness 31.9 78 72.7 73.1 86.1 78.7
Sadness 89.2 70.5 84.8 79.7 89.6 81.1
Neutral state 79.8 40.5 70.6 66 77.4 65.7