Research Article
A Hierarchical Neural-Network-Based Document Representation Approach for Text Classification
Table 3
Performance comparison of all models.
| Model | Yelp 2016 | Amazon Reviews (Electronics) | Accuracy | Time consumption | Accuracy | Time consumption |
| FastText | 0.5431 | 1.50 | 0.5645 | 0.73 | TextHFT | 0.5927 | 1.52 | 0.6105 | 0.76 | TextRNN | 0.4433 | 263.85 | 0.5636 | 106.90 | TextHRN | 0.5988 | 91.75 | 0.5978 | 24.46 | TextCNN | 0.5939 | 101.94 | 0.5619 | 27.85 | TextHCNN | 0.6215 | 102.41 | 0.6032 | 28.64 |
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