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Mustofa Mahmud

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Review Open access 2026

Context-Aware Sentiment Analysis of E-Commerce Reviews Using a BERT-CNN-BiLSTM Hybrid Model

The findings demonstrate that combining contextual transformer representations with local convolutional features and bidirectional sequential modeling can improve class-balanced sentiment classification in aspect-expanded e-commerce review data.

Mahmud Reza Mahim, Fahad Bin Z Islam, Mustofa Mahmud et al. · 0 citations

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