Research Article

Vietnamese Sentiment Analysis under Limited Training Data Based on Deep Neural Networks

Table 6

The mean accuracy results (with standard deviation) incorporating the mixup method with other methods in 10 runs based on the deep learning model.

Datasets(1)(2)(3)(4)

Dataset 10.824 0.00070.846 0.00150.844 0.00160.8540.0002
Dataset 20.5260.00070.389 0.00110.396 0.00030.466 0.0003
Dataset 30.777 0.00050.799 0.00020.795 0.00020.8200.0002
Dataset 40.796 0.00020.786 0.00070.8020.00010.774 0.0003

(1) Mixup + EDA; (2) mixup + sentence shuffling; (3) mixup + ; (4) mixup + back translation.