Research Article
A Subjective Expressions Extracting Method for Social Opinion Mining
Table 4
Measurement of DSE recognition model under different feature combinations.
| Feature combination | Binary Overlap | Proportional Overlap | Accuracy (%) | Recall (%) | F value (%) | Accuracy (%) | Recall (%) | F value (%) |
| +Pretrained word vectors | 79.84 | 62.19 | 69.88 | 74.81 | 56.48 | 64.32 | +Fine-tuning word vectors | 75.61 | 65.67 | 70.24 | 70.62 | 59.21 | 64.35 | +Fine-tuning word vectors + POS | 74.64 | 67.67 | 70.94 | 69.54 | 61.32 | 65.10 | +Fine-tuning word vectors + NER | 74.65 | 67.50 | 70.85 | 69.52 | 61.12 | 65.00 | +Fine-tuning word vectors + POS + NER | 75.09 | 67.17 | 70.85 | 70.01 | 61.04 | 65.13 |
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