Research Article
[Retracted] Rapid Classification and Analysis for E-Commerce Goods Based on Multitask Learning
Table 5
Comparison of the classification results of each method on the test set.
| Measurement indicators | Comparison method | Training set proportion (%) | 1 | 5 | 10 | 20 | 50 |
| Accuracy | Item2vec | 21.3 | 31.0 | 34.6 | 37.8 | 41.6 | w-item2vec | 29.6 | 42.9 | 47.5 | 52.2 | 57.1 | Random | 2.7 | 2.9 | 2.6 | 2.9 | 3.4 | I-CF | 8.5 | 18.6 | 24.3 | 32.9 | 43.2 | PMF | 11.1 | 15.9 | 16.9 | 18.1 | 19.2 |
| F1-macro | Item2vec | 1.0 | 2.1 | 2.8 | 4.1 | 6.7 | w-item2vec | 2.3 | 6.1 | 8.6 | 12.4 | 20.3 | Random | 0.03 | 0.04 | 0.04 | 0.04 | 0.04 | I-CF | 0.73 | 3.2 | 5.2 | 8.6 | 14.6 | PMF | 0.3 | 0.5 | 0.6 | 0.8 | 1.5 |
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