Research Article
VOVU: A Method for Predicting Generalization in Deep Neural Networks
Table 1
Comparison results of VOVU and other early stopping methods.
| Number of samples | VOVU | Validation-based early stopping | SDR | r | value | d | r | value | d | r | value | d |
| N = 5000 | 0.981 | 4.48e − 72 | 4 | 0.994 | 3.45e − 97 | 0 | 0.788 | 2.64e − 63 | 6 | N = 3000 | 0.972 | 9.45e − 64 | 4 | 0.991 | 8.60e − 88 | 0 | 0.757 | 5.23e − 56 | 6 | N = 2500 | 0.971 | 9.45e − 64 | 4 | 0.991 | 8.60e − 88 | 0 | 0.714 | 4.50e − 33 | 9 | N = 2000 | 0.976 | 2.08e − 66 | 1 | 0.987 | 4.17e − 81 | 2 | 0.674 | 2.32e − 45 | 11 | N = 1000 | 0.974 | 1.01e − 65 | 2 | 0.988 | 6.64e − 83 | 5 | 0.641 | 3.32e − 23 | 12 | N = 500 | 0.969 | 6.96e − 62 | 6 | 0.983 | 3.33e − 74 | 13 | 0.608 | 2.23e − 23 | 15 | N = 250 | 0.978 | 2.77e − 69 | 3 | 0.953 | 1.78e − 52 | 18 | 0.554 | 9.23e − 16 | 23 |
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