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Tze-Syn Yap

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Open access Aug 2026

Bimodal Speech Emotion Recognition Using a Hybrid CNN-LSTM Architecture with Sentiment Fusion

A bimodal SER framework based on a hybrid convolutional neural network–long short-term memory (CNN–LSTM) architecture and the Multimodal EmotionLines Dataset is proposed, suggesting that class imbalance, rather than fusion complexity, remains the primary limitation in conversational SER.

Tze-Syn Yap, Lee-Yeng Ong · Future Internet · 0 citations