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4. Experiment 4.1. Experimental Setting In our experiments, we used authentic mel-spectrograms extracted from the RAVESS and EmoDB databases as well as augmented mel-spectrograms generated using DCGAN as datasets. The model structure was developed through a combination of CNN and BiLSTM, and we opted for the RMSprop [30] optimizer to ensure stable gradient updates and rapid convergence.
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