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.

# MeanStd. Dev.Min.MedianMax.

199.68350.00988199.68099.6699.70
299.68800.01507999.68599.6699.72
399.61550.01848999.61099.5899.65
499.71450.00998799.72099.7099.73
599.54200.02948799.54099.4899.60
699.67800.01962899.68099.6499.72
799.67650.01565299.68099.6499.70
899.54100.02490099.54099.4999.59
999.46550.03953399.47599.3999.52
1099.65700.01657599.65099.6399.69
1199.67850.01348599.67599.6699.72
1299.61150.01694499.61099.5899.64
1399.66650.01694499.66599.6399.70
1499.62050.02258999.62099.5899.66
1599.65600.01142599.66099.6499.68
1699.63050.01394599.63099.6099.65
1799.30500.07059999.32099.1699.39
1899.52200.03172299.52599.4499.59
1999.64800.01507999.65099.6299.68
2099.60150.01531399.60099.5899.63