Research Article

EEG-Based Personality Prediction Using Fast Fourier Transform and DeepLSTM Model

Table 6

value comparison for DeepLSTM using Mann–Whitney test.

Training-testingANNKNNLibSVMHGP
Partition valueSignificance-valueSignificance valueSignificance valueSignificance

DeepLSTM50–502.681 x10−11HighlySignificant1.450 x10−11HighlySignificant1.954310−11HighlySignificant1.856310−11HighlySignificant
60–402.634 x10−11HighlySignificant1.350 x10−11HighlySignificant1.870310−11HighlySignificant1.836310−11HighlySignificant
70–302.576 x10−11HighlySignificant1.270 x10−11HighlySignificant1.842310−11HighlySignificant1.794610−11HighlySignificant
10-fold2.486 x10−11HighlySignificant1.235 x10−11HighlySignificant1.785610−11HighlySignificant1.763710−11HighlySignificant

Optimal values are represented in bold.