Research Article

A Subjective Expressions Extracting Method for Social Opinion Mining

Table 4

Measurement of DSE recognition model under different feature combinations.

Feature combinationBinary OverlapProportional Overlap
Accuracy (%)Recall (%)F value (%)Accuracy (%)Recall (%)F value (%)

+Pretrained word vectors79.8462.1969.8874.8156.4864.32
+Fine-tuning word vectors75.6165.6770.2470.6259.2164.35
+Fine-tuning word vectors + POS74.6467.6770.9469.5461.3265.10
+Fine-tuning word vectors + NER74.6567.5070.8569.5261.1265.00
+Fine-tuning word vectors + POS + NER75.0967.1770.8570.0161.0465.13