Research Article
Extracting a Novel Emotional EEG Topographic Map Based on a Stacked Autoencoder Network
Table 2
Number of neurons in each hidden layer for 32 SAEs equivalent to 32 channels.
| | SAEs | Hidden layer | SAEs | Hidden layer | | Hidden layer 1 | Hidden layer 2 | Hidden layer 3 | Hidden layer 1 | Hidden layer 2 | Hidden layer 3 |
| | SAE (Fp1) | 8 | 5 | 3 | SAE (Fp2) | 6 | 4 | 1 | | SAE (AF3) | 8 | 4 | 2 | SAE (AF4) | 6 | 4 | 4 | | SAE (F3) | 7 | 4 | 4 | SAE (Fz) | 7 | 5 | 4 | | SAE (F7) | 6 | 5 | 2 | SAE (F4) | 6 | 3 | 1 | | SAE (FC5) | 8 | 6 | 3 | SAE (F8) | 7 | 5 | 3 | | SAE (FC1) | 5 | 4 | 1 | SAE (FC6) | 7 | 4 | 3 | | SAE (C3) | 7 | 4 | 3 | SAE (FC2) | 5 | 3 | 1 | | SAE (T7) | 5 | 3 | 3 | SAE (Cz) | 7 | 3 | 3 | | SAE (CP5) | 6 | 4 | 1 | SAE (C4) | 6 | 4 | 2 | | SAE (CP1) | 8 | 5 | 4 | SAE (T8) | 6 | 4 | 4 | | SAE (P3) | 7 | 3 | 3 | SAE (CP6) | 8 | 4 | 3 | | SAE (P7) | 7 | 4 | 2 | SAE (CP2) | 7 | 3 | 2 | | SAE (PO3) | 6 | 4 | 2 | SAE (P4) | 7 | 4 | 2 | | SAE (O1) | 7 | 5 | 2 | SAE (P8) | 6 | 4 | 3 | | SAE (Oz) | 6 | 3 | 3 | SAE (PO4) | 8 | 4 | 2 | | SAE (Pz) | 8 | 6 | 2 | SAE (O2) | 7 | 4 | 2 |
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