Research Article
Text Sentiment Analysis Based on a New Hybrid Network Model
| | Model | IMDB | Dailydialog | | Accuracy (%) | Loss rate (%) | Accuracy (%) | Loss rate (%) |
| | CNN | 73.5 | 50.0 | 88.9 | 25.9 | | LSTM | 86.7 | 58.8 | 90.0 | 32.5 | | CNN + LSTM | 87.2 | 54.0 | 91.4 | 29.3 | | Word2vec + CNN | 86.8 | 34.2 | 91.1 | 25.2 | | Word2vec + LSTM | 88.3 | 48.3 | 91.3 | 29.7 | | Word2vec + CNN + LSTM | 89.7 | 45.9 | 91.8 | 28.3 | | Doc2vec + CNN + LSTM | 90.3 | 25.1 | 91.8 | 27.3 | | Doc2vec + CNN + BiLSTM | 90.9 | 25.3 | 92.5 | 24.1 | | Doc2vec + CNN + BiLSTM + Attention | 91.3 | 22.1 | 93.3 | 19.9 |
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The bold values mean they are the best results.
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