Abstract: Highlights•We propose the novel semi-supervised temporal-enhanced DeepEmoCluster framework.•The model achieves better performance compared to other existing SSL frameworks in SER.•The DeepEmoCluster framework leads to high temporal consistency in the clusters.•The DeepEmoCluster framework leads to well-separable emotional clusters.
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