Identify Impulsivity Levels in the Selection of Leadership Candidates Based on the SVM

When selecting a leader, it is necessary to consider their traits based on existing criteria. The criteria for a good leader are excellent decision-making skills, disciplined emotions, and accepts criticism. A leader must not have a high level of impulsivity because they will act according to their whims and desire a high position of power over others. That kind of behavior illustrates that the leader might take action without prior planning or considering any consequences. Experiments for this research are done by recording the condition open eye relaxation. This research uses alpha, beta 1, and beta 2 wave activities using the Support Vector Machine (SVM) method. Signal Electroencephalography (EEG) is recorded using Mitsar EEG-202. Then, the signal is filtered using a Band Pass Filter (BPF) with a cut-off of 0.5 Hz - 50 Hz. The resulting tabulation data for each subject were classified using SVM, which showed an accuracy rate of 94.40% with 60% training result data and 40% validation. The results of this study concluded that the level of impulsivity can be observed based on the classification results from the SVM method