Table 7: Manual tuning of LSTM topology for mental state (MS), emotional state (ES), and EEG MindBigData classification.

LSTM Units MS (%) ES (%) MBD (%)

25 82.4796.86 10.22
50 83.08 96.66 9.67
75 83.04 96.48 10.64
10083.84 95.7310.77
125 83.68 95.87 10.36