Research Article
Addressing Overfitting Problem in Deep Learning-Based Solutions for Next Generation Data-Driven Networks
Table 2
The relationship between the error rate and retention probability of the CIFAR-10 data set.
| | Retention probability | 0.1 | 0.2 | 0.3 | 0.4 | 0.5 | 0.6 | 0.7 | 0.8 | 0.9 |
| | ICNN | 7.44 | 7.44 | 7.44 | 7.44 | 7.44 | 7.44 | 7.44 | 7.44 | 7.44 | | H_Dropout | 8.87 | 7.95 | 7.76 | 7.12 | 6.15 | 7.21 | 7.38 | 8.12 | 8.69 | | SP | 4.83 | 4.67 | 4.55 | 4.31 | 4.09 | 4.02 | 4.16 | 4.47 | 5.39 | | MDWS | 3.21 | 3.08 | 2.97 | 2.93 | 2.86 | 2.88 | 3.08 | 3.16 | 3.35 |
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