Research Article

Pattern Recognition Methods and Features Selection for Speech Emotion Recognition System

Table 5

Performance results of classifiers for MFCC (dynamic and acceleration coefficients too) features.

MFCC ANN k-NN GMM

Neutral state 7445
22.1%
1901
5.7%
79.7% 4919
14.6%
2209
6.6%
69.0% 6305
18.8%
3507
10.4%
63.3%

Stress 1684
5.0%
22587
67.2%
93.1% 4210
12.5%
22279
66.3%
84.1% 2824
8.4%
20981
62.4%
88.1%

81.6% 92.2% 89.3% 53.9% 91.0% 80.9% 69.1% 85.7% 81.2%
Neutral state Stress Neutral state Stress Neutral state Stress