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Feature Selection Enhancement and Feature Space Visualization for Speech-Based Emotion Recognition. (arXiv:2208.09269v1 [eess.SP])
cs.LG updates on arXiv.org arxiv.org
Robust speech emotion recognition relies on the quality of the speech
features. We present speech features enhancement strategy that improves speech
emotion recognition. We used the INTERSPEECH 2010 challenge feature-set. We
identified subsets from the features set and applied Principle Component
Analysis to the subsets. Finally, the features are fused horizontally. The
resulting feature set is analyzed using t-distributed neighbour embeddings
(t-SNE) before the application of features for emotion recognition. The method
is compared with the state-of-the-art methods used in …
arxiv emotion feature feature selection space speech visualization