Fig. 3

Accuracy curve for differentiating between anger and happiness using nonlinear dynamic features. The model achieves high accuracy in distinguishing these similarly aroused emotions for both male and female speakers, demonstrating the effectiveness of the proposed features in reducing emotion misclassification.