Hybrid CNN-embedding fusion with MFCC-SVM for speech emotion recognition: Random vs actor-wise evaluation on CREMA-D

Speech Emotion Recognition (SER) is an important component of human-centered intelligent systems, yet robust performance remains challenging when speaker identities differ between training and testing. This study presents a protocol-aware and reproducible com…