Research Article
Hybridizing Evolutionary Computation and Deep Neural Networks: An Approach to Handwriting Recognition Using Committees and Transfer Learning
Table 5
Summary of accuracies of the best 20 GE individuals after full training in EMNIST Digits.
| # | Mean | Std. Dev. | Min. | Median | Max. |
| 1 | 99.6835 | 0.009881 | 99.680 | 99.66 | 99.70 | 2 | 99.6880 | 0.015079 | 99.685 | 99.66 | 99.72 | 3 | 99.6155 | 0.018489 | 99.610 | 99.58 | 99.65 | 4 | 99.7145 | 0.009987 | 99.720 | 99.70 | 99.73 | 5 | 99.5420 | 0.029487 | 99.540 | 99.48 | 99.60 | 6 | 99.6780 | 0.019628 | 99.680 | 99.64 | 99.72 | 7 | 99.6765 | 0.015652 | 99.680 | 99.64 | 99.70 | 8 | 99.5410 | 0.024900 | 99.540 | 99.49 | 99.59 | 9 | 99.4655 | 0.039533 | 99.475 | 99.39 | 99.52 | 10 | 99.6570 | 0.016575 | 99.650 | 99.63 | 99.69 | 11 | 99.6785 | 0.013485 | 99.675 | 99.66 | 99.72 | 12 | 99.6115 | 0.016944 | 99.610 | 99.58 | 99.64 | 13 | 99.6665 | 0.016944 | 99.665 | 99.63 | 99.70 | 14 | 99.6205 | 0.022589 | 99.620 | 99.58 | 99.66 | 15 | 99.6560 | 0.011425 | 99.660 | 99.64 | 99.68 | 16 | 99.6305 | 0.013945 | 99.630 | 99.60 | 99.65 | 17 | 99.3050 | 0.070599 | 99.320 | 99.16 | 99.39 | 18 | 99.5220 | 0.031722 | 99.525 | 99.44 | 99.59 | 19 | 99.6480 | 0.015079 | 99.650 | 99.62 | 99.68 | 20 | 99.6015 | 0.015313 | 99.600 | 99.58 | 99.63 |
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