Читать книгу Handbook of Intelligent Computing and Optimization for Sustainable Development - Группа авторов - Страница 29

For ANN, the results are as follows.

For ANN model with one hidden layer, the accuracy vs. epochs plot (Figure 1.7).

For ANN model with two hidden layers, the accuracy vs. epochs plot (Figure 1.8).

For ANN model with three hidden layers, the accuracy vs. epochs plot (Figure 1.9).

For ANN model with four hidden layers, the accuracy vs. epochs plot (Figure 1.10).

The accuracy vs. number of hidden layers in ANN plot Figure (1.11).

Figure 1.7 Accuracy plot for one hidden layer–based ANN.

Figure 1.8 Accuracy plot for two hidden layer–based ANN.

Figure 1.9 Accuracy plot for three hidden layer–based ANN.

Figure 1.10 Accuracy plot for four hidden layer–based ANN.

Figure 1.11 Accuracy vs. hidden layer.

From the above-mentioned graphs, it is evident that the accuracy at hidden layer 4 is good. So, we will be predicting the difficult of code 8 with the ANN model with four hidden layers and Bernoulli’s RBM.

The ANN model predicts that the person feels the unknown code easy by a probability of 0.530607.

The Bernoulli RBM model predicts that the person feels the unknown code easy by a probability of 0.679071.