Research Article
High-Efficiency Min-Entropy Estimation Based on Neural Network for Random Number Generators
Table 9
Entropy estimates for multivariate M-sequences.
| Bit width | 90B’s predictors | Our work | MCW | Lag | MultiMMC | LZ78Y | FNN | RNN |
| 2 | 1.9010 | 2.0000 | 0.0000 | 2.0000 | 0.0005 | 0.0000 | 3 | 2.9906 | 3.0000 | 0.0000 | 2.4940 | 0.0000 | 0.0000 | 4 | 3.4037 | 4.0000 | 0.0000 | 4.0000 | 0.0021 | 0.0000 | 5 | 4.9753 | 5.0000 | 0.0000 | 1.2269 | 0.0041 | 0.0000 | 6 | 5.3916 | 6.0000 | 0.0000 | 1.2905 | 0.0394 | 0.0000 | 7 | 5.3916 | 6.0000 | 0.0000 | 1.9881 | 0.0280 | 0.0000 | 8 | 7.0000 | 7.0000 | 0.0000 | 0.6611 | 0.8635 | 0.0000 |
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The result with italic font is used to analyze the applicability for the LZ78Y sources. |